# Importing libraries
import pandas as pd
import plotly.express as px
import seaborn as sns
import matplotlib.pyplot as plt
import optuna
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error
import numpy as np
import warnings
warnings.filterwarnings('ignore')
df = pd.read_csv("Dataset_2.csv")
df.head()
| Invoice_ID | Date | Time | Gender | Location | City | Member | Category | Price | Quantity | Total | Cogs | Payment | Rating | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 460489604 | 1/25/2018 | 16:46 | Male | Brookfield | NewYork | Yes | Groceries | 30 | 1 | 30 | 30 | Cash | 2 |
| 1 | 471006167 | 3/19/2018 | 16:48 | Female | 'Water tower' | Chicago | Yes | Fashion | 35 | 5 | 175 | 175 | Card | 3 |
| 2 | 411909258 | 2/25/2018 | 13:33 | Male | 'Water tower' | Chicago | No | Clothing | 57 | 2 | 114 | 114 | Cash | 5 |
| 3 | 487313402 | 1/22/2018 | 13:38 | Female | 'Park lane' | Dallas | Yes | Sporting | 89 | 4 | 356 | 356 | Gpay | 1 |
| 4 | 197763430 | 2/18/2018 | 15:31 | Female | 'Park lane' | Dallas | No | Books | 82 | 5 | 410 | 410 | Cash | 4 |
def categorize_review(Rating):
if Rating >= 5.0:
return 'Excellent'
elif Rating >= 4.0:
return 'Good'
elif Rating >= 3.0:
return 'Average'
else:
return 'Poor'
df['Review'] = df['Rating'].apply(categorize_review)
# Printing information about the dataset
print("Dataset Information:")
# Using df.info() to display basic information about the DataFrame
# This includes the data types, non-null counts, and memory usage
# It's useful for understanding the dataset's structure and identifying missing values
print(df.info())
Dataset Information: <class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 15 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Invoice_ID 1000 non-null int64 1 Date 1000 non-null object 2 Time 1000 non-null object 3 Gender 1000 non-null object 4 Location 1000 non-null object 5 City 1000 non-null object 6 Member 1000 non-null object 7 Category 1000 non-null object 8 Price 1000 non-null int64 9 Quantity 1000 non-null int64 10 Total 1000 non-null int64 11 Cogs 1000 non-null int64 12 Payment 1000 non-null object 13 Rating 1000 non-null int64 14 Review 1000 non-null object dtypes: int64(6), object(9) memory usage: 117.3+ KB None
from textblob import TextBlob
# Assuming your DataFrame is named df, and the "Review" column contains the reviews
reviews = df['Review']
# Create a new column 'Sentiment' to store the sentiment polarity
df['Sentiment'] = reviews.apply(lambda x: TextBlob(str(x)).sentiment.polarity)
# Display the updated DataFrame with the sentiment column
print(df[['Review', 'Sentiment']])
Review Sentiment 0 Poor -0.40 1 Average -0.15 2 Excellent 1.00 3 Poor -0.40 4 Good 0.70 .. ... ... 995 Average -0.15 996 Average -0.15 997 Average -0.15 998 Excellent 1.00 999 Average -0.15 [1000 rows x 2 columns]
df
| Invoice_ID | Date | Time | Gender | Location | City | Member | Category | Price | Quantity | Total | Cogs | Payment | Rating | Review | Sentiment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 460489604 | 1/25/2018 | 16:46 | Male | Brookfield | NewYork | Yes | Groceries | 30 | 1 | 30 | 30 | Cash | 2 | Poor | -0.40 |
| 1 | 471006167 | 3/19/2018 | 16:48 | Female | 'Water tower' | Chicago | Yes | Fashion | 35 | 5 | 175 | 175 | Card | 3 | Average | -0.15 |
| 2 | 411909258 | 2/25/2018 | 13:33 | Male | 'Water tower' | Chicago | No | Clothing | 57 | 2 | 114 | 114 | Cash | 5 | Excellent | 1.00 |
| 3 | 487313402 | 1/22/2018 | 13:38 | Female | 'Park lane' | Dallas | Yes | Sporting | 89 | 4 | 356 | 356 | Gpay | 1 | Poor | -0.40 |
| 4 | 197763430 | 2/18/2018 | 15:31 | Female | 'Park lane' | Dallas | No | Books | 82 | 5 | 410 | 410 | Cash | 4 | Good | 0.70 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 995 | 818829599 | 3/26/2018 | 11:19 | Male | 'Park lane' | Dallas | No | Groceries | 31 | 4 | 124 | 124 | Card | 3 | Average | -0.15 |
| 996 | 556589713 | 2/20/2018 | 17:17 | Male | 'Water tower' | Chicago | Yes | Groceries | 3 | 5 | 15 | 15 | Gpay | 3 | Average | -0.15 |
| 997 | 82324424 | 2/6/2018 | 11:44 | Male | Brookfield | NewYork | No | Clothing | 71 | 5 | 355 | 355 | Card | 3 | Average | -0.15 |
| 998 | 783661702 | 1/29/2018 | 15:44 | Female | Brookfield | NewYork | No | Clothing | 89 | 7 | 623 | 623 | Cash | 5 | Excellent | 1.00 |
| 999 | 759171975 | 1/31/2018 | 10:13 | Female | 'Water tower' | Chicago | Yes | Clothing | 31 | 7 | 217 | 217 | Gpay | 3 | Average | -0.15 |
1000 rows × 16 columns
df.describe().columns
Index(['Invoice_ID', 'Price', 'Quantity', 'Total', 'Cogs', 'Rating',
'Sentiment'],
dtype='object')
# Displaying missing values count for each column
print("\nMissing Values:")
print(df.isnull().sum())
# Creating a heatmap using Plotly
fig = px.imshow(df.isnull(),
labels=dict(color="Missing Values"),
color_continuous_scale='viridis',
title='Missing Values Heatmap')
# Updating layout for better display
fig.update_layout(width=800, height=500, coloraxis_showscale=False)
# Showing the interactive plot
fig.show()
Missing Values: Invoice_ID 0 Date 0 Time 0 Gender 0 Location 0 City 0 Member 0 Category 0 Price 0 Quantity 0 Total 0 Cogs 0 Payment 0 Rating 0 Review 0 Sentiment 0 dtype: int64
# Displaying unique values count for each categorical column
print("\nUnique Values in Categorical Columns:")
for col in df.select_dtypes(include='object').columns:
print(f"{col}: {df[col].nunique()} unique values")
Unique Values in Categorical Columns: Date: 89 unique values Time: 506 unique values Gender: 2 unique values Location: 3 unique values City: 3 unique values Member: 2 unique values Category: 6 unique values Payment: 3 unique values Review: 4 unique values
city_counts = df['City'].value_counts()
# Visualizing City-wise Sales Distribution
city_counts = df['City'].value_counts()
fig_city = px.bar(x=city_counts.index, y=city_counts.values, text=city_counts.values,
labels={'x': 'City', 'y': 'Count'},
title='City-wise Sales Distribution')
fig_city.update_traces(texttemplate='%{text}', textposition='outside')
fig_city.show()
df['Member'].value_counts()
Yes 501 No 499 Name: Member, dtype: int64
# Visualizing Member Type Distribution
member_counts = df['Member'].value_counts()
fig_member_counts = px.pie(member_counts, names=member_counts.index,
title='Member Type Distribution')
fig_member_counts.show()
df['Category'].value_counts()
Sporting 178 Groceries 174 Clothing 170 Books 165 Furniture 160 Fashion 153 Name: Category, dtype: int64
# Visualizing Category wise Sales Distribution
category_counts = df['Category'].value_counts()
fig_category_counts = px.bar(x=category_counts.index, y=category_counts.values, text=category_counts.values,
labels={'x': 'Category', 'y': 'Count'},
title='Category-wise Sales Distribution')
fig_category_counts.update_traces(texttemplate='%{text}', textposition='outside')
fig_category_counts.show()
df['Gender'].value_counts()
Female 501 Male 499 Name: Gender, dtype: int64
# Visualizing Gender Distribution
gender_counts = df['Gender'].value_counts()
fig_gender = px.pie(gender_counts, names=gender_counts.index, title='Gender Distribution')
fig_gender.show()
df['Location'].value_counts()
Brookfield 340 'Park lane' 332 'Water tower' 328 Name: Location, dtype: int64
# Visualizing Location-wise Sales Distribution
location_counts = df['Location'].value_counts()
fig_location = px.bar(x=location_counts.index, y=location_counts.values, text=location_counts.values,
labels={'x': 'Location', 'y': 'Count'},
title='Location-wise Sales Distribution')
fig_location.update_traces(texttemplate='%{text}', textposition='outside')
fig_location.show()
print(df.columns)
Index(['Invoice_ID', 'Date', 'Time', 'Gender', 'Location', 'City', 'Member',
'Category', 'Price', 'Quantity', 'Total', 'Cogs', 'Payment', 'Rating',
'Review', 'Sentiment'],
dtype='object')
# Drop irrelevant columns
df = df.drop(["Invoice_ID", "Date", "Time","Review"], axis=1)
# Handling missing values
# Impute numerical features with mean and categorical features with mode
df.fillna(df.mean(numeric_only=True), inplace=True)
df.fillna(df.mode().iloc[0], inplace=True)
# Convert categorical variables to numerical using label encoding
from sklearn.preprocessing import LabelEncoder
label_encoder = LabelEncoder()
df['City'] = label_encoder.fit_transform(df['City'])
df['Member'] = label_encoder.fit_transform(df['Member'])
df['Gender'] = label_encoder.fit_transform(df['Gender'])
df['Location'] = label_encoder.fit_transform(df['Location'])
df['Category'] = label_encoder.fit_transform(df['Category'])
df['Payment'] = label_encoder.fit_transform(df['Payment'])
# Display the preprocessed data
print("Preprocessed Data Preview:")
df.head()
Preprocessed Data Preview:
| Gender | Location | City | Member | Category | Price | Quantity | Total | Cogs | Payment | Rating | Sentiment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2 | 2 | 1 | 4 | 30 | 1 | 30 | 30 | 1 | 2 | -0.40 |
| 1 | 0 | 1 | 0 | 1 | 2 | 35 | 5 | 175 | 175 | 0 | 3 | -0.15 |
| 2 | 1 | 1 | 0 | 0 | 1 | 57 | 2 | 114 | 114 | 1 | 5 | 1.00 |
| 3 | 0 | 0 | 1 | 1 | 5 | 89 | 4 | 356 | 356 | 2 | 1 | -0.40 |
| 4 | 0 | 0 | 1 | 0 | 0 | 82 | 5 | 410 | 410 | 1 | 4 | 0.70 |
# Scatter plot between "price" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Price", y="Total", title="Scatter Plot: Price vs. Total Sales",
labels={"Price": "Price", "Total": "Total Sales"})
scatter_plot.show()
# Scatter plot between "Quantity" and "Total" using Plotly
scatter_plot = px.scatter(df, x="Quantity", y="Total", title="Scatter Plot: Quantity vs. Total Sales",
labels={"Quantity": "Quantity", "Total": "Total Sales"})
scatter_plot.show()
# Specify the numerical columns for outlier detection
numerical_columns = df.select_dtypes(include=['float64']).columns
# Function to detect and handle outliers using IQR
def handle_outliers(dataframe, columns):
for column in columns:
# Calculate the IQR (Interquartile Range)
Q1 = dataframe[column].quantile(0.25)
Q3 = dataframe[column].quantile(0.75)
IQR = Q3 - Q1
# Define the upper and lower bounds
lower_bound = Q1 - 1.5 * IQR
upper_bound = Q3 + 1.5 * IQR
# Identify and handle outliers by capping them at the bounds
dataframe[column] = dataframe[column].apply(lambda x: lower_bound if x < lower_bound else (upper_bound if x > upper_bound else x))
# Apply outlier detection and handling
handle_outliers(df, numerical_columns)
# Visualizing the distribution of numerical variables using a pair plot
# The seaborn library's pairplot is used to create scatterplots for numerical variables
sns.pairplot(df[['Price', 'Quantity', 'Rating', 'Total']])
plt.show()
df.corr()
| Gender | Location | City | Member | Category | Price | Quantity | Total | Cogs | Payment | Rating | Sentiment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gender | 1.000000 | 0.009779 | -0.073390 | 0.012004 | 0.021431 | 0.009213 | -0.034974 | -0.028394 | -0.028394 | -0.019688 | -0.039274 | -0.048662 |
| Location | 0.009779 | 1.000000 | 0.507401 | -0.004899 | -0.002352 | -0.001135 | 0.018978 | 0.000344 | 0.000344 | 0.026726 | -0.069040 | -0.068357 |
| City | -0.073390 | 0.507401 | 1.000000 | -0.019608 | -0.053393 | 0.038349 | 0.031572 | 0.032764 | 0.032764 | 0.020553 | -0.096588 | -0.101965 |
| Member | 0.012004 | -0.004899 | -0.019608 | 1.000000 | 0.006308 | 0.026015 | 0.012277 | 0.041575 | 0.041575 | -0.069286 | -0.029387 | -0.023933 |
| Category | 0.021431 | -0.002352 | -0.053393 | 0.006308 | 1.000000 | -0.020132 | -0.036492 | -0.039532 | -0.039532 | 0.007550 | -0.013695 | -0.017755 |
| Price | 0.009213 | -0.001135 | 0.038349 | 0.026015 | -0.020132 | 1.000000 | 0.005539 | 0.696208 | 0.696208 | -0.026975 | 0.032176 | 0.035298 |
| Quantity | -0.034974 | 0.018978 | 0.031572 | 0.012277 | -0.036492 | 0.005539 | 1.000000 | 0.626451 | 0.626451 | 0.037800 | 0.058302 | 0.058613 |
| Total | -0.028394 | 0.000344 | 0.032764 | 0.041575 | -0.039532 | 0.696208 | 0.626451 | 1.000000 | 1.000000 | -0.003343 | 0.070696 | 0.067565 |
| Cogs | -0.028394 | 0.000344 | 0.032764 | 0.041575 | -0.039532 | 0.696208 | 0.626451 | 1.000000 | 1.000000 | -0.003343 | 0.070696 | 0.067565 |
| Payment | -0.019688 | 0.026726 | 0.020553 | -0.069286 | 0.007550 | -0.026975 | 0.037800 | -0.003343 | -0.003343 | 1.000000 | -0.012163 | -0.010426 |
| Rating | -0.039274 | -0.069040 | -0.096588 | -0.029387 | -0.013695 | 0.032176 | 0.058302 | 0.070696 | 0.070696 | -0.012163 | 1.000000 | 0.940731 |
| Sentiment | -0.048662 | -0.068357 | -0.101965 | -0.023933 | -0.017755 | 0.035298 | 0.058613 | 0.067565 | 0.067565 | -0.010426 | 0.940731 | 1.000000 |
# Visualizing the correlation matrix using a heatmap
# The seaborn library's heatmap is used with correlation values annotated
correlation_matrix = df.corr()
# Set the size of the plot
plt.figure(figsize=(15, 12)) # Adjust the values as needed
# Create the heatmap with annotated correlation values
sns.heatmap(correlation_matrix, annot=True, cmap="coolwarm")
# Display the plot
plt.show()
# Visualizing sales distribution by Category using a boxplot
plt.figure(figsize=(12, 6))
sns.boxplot(x="Category", y="Total", data=df)
plt.title("Sales Distribution by Category")
plt.show()
# Distribution of Numerical Features
fig_dist_numerical = px.histogram(df, x="Price", title="Distribution of Price")
fig_dist_numerical.update_layout(bargap=0.1)
fig_dist_numerical.update_xaxes(title_text="Price")
fig_dist_numerical.update_yaxes(title_text="Count")
fig_dist_numerical.show()
# Correlation Analysis - Scatter Matrix
fig_scatter_matrix = px.scatter_matrix(df, dimensions=["Price", "Quantity", "Rating", "Total"],
title="Scatter Matrix of Numerical Features")
# Manually set diagonal_visible to False for each subplot
for i in range(len(fig_scatter_matrix.data)):
fig_scatter_matrix.update_traces(diagonal_visible=False, selector=dict(type='scatter', row=i, col=i))
fig_scatter_matrix.show()
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import Lasso, Ridge
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time
# Define features (X) and target variable (y)
# Hybrid the models with Sentimental analysis column
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]
# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Modeling - Lasso Regression
lasso_model = Lasso()
lasso_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
lasso_grid = GridSearchCV(lasso_model, lasso_params, cv=5)
# Training time for Lasso Regression
start_time = time.time()
lasso_grid.fit(X_train, y_train)
lasso_best = lasso_grid.best_estimator_
lasso_training_time = time.time() - start_time
# Testing time for Lasso Regression
start_time = time.time()
lasso_pred = lasso_best.predict(X_test)
lasso_testing_time = time.time() - start_time
# Modeling - Ridge Regression
ridge_model = Ridge()
ridge_params = {'alpha': [0.001, 0.01, 0.1, 1, 10, 100]}
ridge_grid = GridSearchCV(ridge_model, ridge_params, cv=5)
# Training time for Ridge Regression
start_time = time.time()
ridge_grid.fit(X_train, y_train)
ridge_best = ridge_grid.best_estimator_
ridge_training_time = time.time() - start_time
# Testing time for Ridge Regression
start_time = time.time()
ridge_pred = ridge_best.predict(X_test)
ridge_testing_time = time.time() - start_time
# Evaluate models
lasso_rmse = np.sqrt(mean_squared_error(y_test, lasso_pred))
ridge_rmse = np.sqrt(mean_squared_error(y_test, ridge_pred))
lasso_mae = mean_absolute_error(y_test, lasso_pred)
ridge_mae = mean_absolute_error(y_test, ridge_pred)
print(f"Lasso Regression RMSE: {lasso_rmse}")
print(f"Lasso Regression MAE: {lasso_mae}")
print(f"Lasso Regression Training Time: {lasso_training_time} seconds")
print(f"Lasso Regression Testing Time: {lasso_testing_time} seconds")
print(f"Ridge Regression RMSE: {ridge_rmse}")
print(f"Ridge Regression MAE: {ridge_mae}")
print(f"Ridge Regression Training Time: {ridge_training_time} seconds")
print(f"Ridge Regression Testing Time: {ridge_testing_time} seconds")
Lasso Regression RMSE: 0.0003160410482472506 Lasso Regression MAE: 0.0002550297756469444 Lasso Regression Training Time: 0.04873394966125488 seconds Lasso Regression Testing Time: 0.0003581047058105469 seconds Ridge Regression RMSE: 2.429760316019329e-08 Ridge Regression MAE: 1.857718896491889e-08 Ridge Regression Training Time: 0.0364229679107666 seconds Ridge Regression Testing Time: 0.0003039836883544922 seconds
# Plotting Lasso Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, lasso_pred, color='blue', label='Lasso Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Lasso Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()
# Plotting Ridge Regression
plt.figure(figsize=(10, 6))
plt.scatter(y_test, ridge_pred, color='green', label='Ridge Regression')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], linestyle='--', color='red', label='Perfect Prediction')
plt.title('Ridge Regression: Actual vs Predicted')
plt.xlabel('Actual Total')
plt.ylabel('Predicted Total')
plt.legend()
plt.show()
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
from sklearn.metrics import mean_squared_error, mean_absolute_error
import numpy as np
import time
# Define features (X) and target variable (y)
X = df.drop("Total", axis=1)
X['Sentiment'] = df['Sentiment']
y = df["Total"]
# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Standardize the data
scaler = StandardScaler()
X_train_scaled = scaler.fit_transform(X_train)
X_test_scaled = scaler.transform(X_test)
# Build a Sequential model
model = Sequential()
model.add(Dense(64, input_dim=X_train_scaled.shape[1], activation='relu'))
model.add(Dense(32, activation='relu'))
model.add(Dense(1, activation='linear'))
# Compile the model
model.compile(optimizer=Adam(learning_rate=0.001), loss='mean_squared_error')
# Training time for Neural Network
start_time = time.time()
model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
nn_training_time = time.time() - start_time
# Testing time for Neural Network
start_time = time.time()
nn_pred = model.predict(X_test_scaled).flatten()
nn_testing_time = time.time() - start_time
# Evaluate the model
nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
nn_mae = mean_absolute_error(y_test, nn_pred)
print(f"Neural Network RMSE: {nn_rmse}")
print(f"Neural Network MAE: {nn_mae}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 469us/step Neural Network RMSE: 24.83630521193582 Neural Network MAE: 19.946934275627136 Neural Network Training Time: 1.0506041049957275 seconds Neural Network Testing Time: 0.05163311958312988 seconds
def plot_feature_importance(model, feature_names, title):
importance = model.coef_
feature_importance = pd.Series(importance, index=feature_names)
feature_importance = feature_importance.sort_values(ascending=False)
plt.figure(figsize=(10, 6))
feature_importance.plot(kind='bar')
plt.title(title)
plt.show()
plot_feature_importance(lasso_best, X.columns, 'Lasso Model - Feature Importance')
plot_feature_importance(ridge_best, X.columns, 'Ridge Model - Feature Importance')
import optuna
from sklearn.model_selection import train_test_split
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam
import numpy as np
import time
# Lasso Regression
def lasso_objective(trial):
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
lasso = Lasso(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
start_time = time.time()
lasso.fit(X_train, y_train)
lasso_training_time = time.time() - start_time
y_pred = lasso.predict(X_test)
lasso_testing_time = time.time() - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
return rmse, mae, lasso_training_time, lasso_testing_time
# Ridge Regression
def ridge_objective(trial):
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
ridge = Ridge(alpha=trial.suggest_loguniform('alpha', 1e-5, 1e2))
start_time = time.time()
ridge.fit(X_train, y_train)
ridge_training_time = time.time() - start_time
y_pred = ridge.predict(X_test)
ridge_testing_time = time.time() - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
return rmse, mae, ridge_training_time, ridge_testing_time
# Define the Optuna objective function
def nn_objective(trial):
start_time = time.time()
# Hyperparameters to be optimized
n_units_1 = trial.suggest_int('n_units_1', 10, 100)
n_units_2 = trial.suggest_int('n_units_2', 10, 100)
learning_rate = trial.suggest_loguniform('learning_rate', 1e-5, 1e-2)
# Build the model
model = Sequential()
model.add(Dense(n_units_1, input_dim=X_train_scaled.shape[1], activation='relu'))
model.add(Dense(n_units_2, activation='relu'))
model.add(Dense(1, activation='linear'))
# Compile the model
model.compile(optimizer=Adam(learning_rate=learning_rate), loss='mean_squared_error')
# Train the model
model.fit(X_train_scaled, y_train, epochs=50, batch_size=32, validation_split=0.2, verbose=0)
nn_training_time = time.time() - start_time
# Make predictions on the test set
start_time = time.time()
nn_pred = model.predict(X_test_scaled).flatten()
nn_testing_time = time.time() - start_time
# Evaluate the model
nn_rmse = np.sqrt(mean_squared_error(y_test, nn_pred))
nn_mae = mean_absolute_error(y_test, nn_pred)
return nn_rmse, nn_mae, nn_training_time, nn_testing_time
# Create the Optuna study for Lasso
lasso_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
lasso_study.optimize(lasso_objective, n_trials=100)
best_lasso_trials = lasso_study.best_trials # Use best_trials instead of best_params
best_lasso_params = best_lasso_trials[0].params
best_lasso_alpha = best_lasso_params['alpha']
lasso_rmse, lasso_mae, lasso_training_time, lasso_testing_time = best_lasso_trials[0].values
# Create the Optuna study for Ridge
ridge_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
ridge_study.optimize(ridge_objective, n_trials=100)
best_ridge_trials = ridge_study.best_trials
best_ridge_params = best_ridge_trials[0].params
best_ridge_alpha = best_ridge_params['alpha']
ridge_rmse, ridge_mae, ridge_training_time, ridge_testing_time = best_ridge_trials[0].values
# Create the Optuna study for Neural Network
nn_study = optuna.create_study(directions=['minimize', 'minimize', 'minimize', 'minimize'])
nn_study.optimize(nn_objective, n_trials=100)
best_nn_trials = nn_study.best_trials
best_nn_params = best_nn_trials[0].params
best_nn_rmse, best_nn_mae, nn_training_time, nn_testing_time = best_nn_trials[0].values
# Print or use the extracted values as needed
print("Best Lasso Params:", best_lasso_params)
print("Best Lasso Alpha:", best_lasso_alpha)
print("Lasso RMSE:", lasso_rmse)
print("Lasso MAE:", lasso_mae)
print("Lasso Training Time:", lasso_training_time)
print("Lasso Testing Time:", lasso_testing_time)
print("Best Ridge Params:", best_ridge_params)
print("Best Ridge Alpha:", best_ridge_alpha)
print("Ridge RMSE:", ridge_rmse)
print("Ridge MAE:", ridge_mae)
print("Ridge Training Time:", ridge_training_time)
print("Ridge Testing Time:", ridge_testing_time)
print("Best Neural Network Params:", best_nn_params)
print("Best Neural Network RMSE:", best_nn_rmse)
print("Best Neural Network MAE:", best_nn_mae)
print("Neural Network Training Time:", nn_training_time)
print("Neural Network Testing Time:", nn_testing_time)
[I 2023-12-30 08:37:30,535] A new study created in memory with name: no-name-0fbcb25b-f526-4b0e-ae1c-7c1d963a90d2
[I 2023-12-30 08:37:30,555] Trial 0 finished with values: [0.00027112077098003325, 0.00020283838213158823, 0.008912801742553711, 0.010336875915527344] and parameters: {'alpha': 3.041620465335698e-05}.
[I 2023-12-30 08:37:30,568] Trial 1 finished with values: [0.0004731855497692896, 0.00039109794743783064, 0.0048639774322509766, 0.007658958435058594] and parameters: {'alpha': 0.07856494667601356}.
[I 2023-12-30 08:37:30,580] Trial 2 finished with values: [0.0012795349305857401, 0.001031473573765692, 0.006132841110229492, 0.007370948791503906] and parameters: {'alpha': 0.007185077454530179}.
[I 2023-12-30 08:37:30,586] Trial 3 finished with values: [0.0008910530583021465, 0.0007364743541527651, 0.0021581649780273438, 0.0029671192169189453] and parameters: {'alpha': 0.14794521101207792}.
[I 2023-12-30 08:37:30,589] Trial 4 finished with values: [0.0006692241218152119, 0.000499634628441491, 0.0015869140625, 0.0019719600677490234] and parameters: {'alpha': 0.00012783945719960332}.
[I 2023-12-30 08:37:30,592] Trial 5 finished with values: [0.0004455645875808781, 0.0003280985153699689, 0.001744985580444336, 0.002096891403198242] and parameters: {'alpha': 0.00040795573779611293}.
[I 2023-12-30 08:37:30,596] Trial 6 finished with values: [0.00024872098047548045, 0.00019386641301660679, 0.001676797866821289, 0.002032756805419922] and parameters: {'alpha': 1.0738942642427166e-05}.
[I 2023-12-30 08:37:30,600] Trial 7 finished with values: [0.002867412421827346, 0.0023699775134482493, 0.0015590190887451172, 0.0025551319122314453] and parameters: {'alpha': 0.47608830008175923}.
[I 2023-12-30 08:37:30,612] Trial 8 finished with values: [0.00016602516688734385, 0.0001337702912299843, 0.0050868988037109375, 0.007422924041748047] and parameters: {'alpha': 0.0011130826083185113}.
[I 2023-12-30 08:37:30,624] Trial 9 finished with values: [0.06274204308997766, 0.05185763657127531, 0.006265163421630859, 0.007043123245239258] and parameters: {'alpha': 10.417319954034728}.
[I 2023-12-30 08:37:30,631] Trial 10 finished with values: [0.0005687953604134068, 0.00042496313540663853, 0.0030519962310791016, 0.0040209293365478516] and parameters: {'alpha': 6.793644414156029e-05}.
[I 2023-12-30 08:37:30,636] Trial 11 finished with values: [0.2820122024104497, 0.23308909912757475, 0.002463102340698242, 0.0028312206268310547] and parameters: {'alpha': 46.82364804790426}.
[I 2023-12-30 08:37:30,643] Trial 12 finished with values: [0.00023476517074396682, 0.0001802771350957666, 0.0032181739807128906, 0.0044460296630859375] and parameters: {'alpha': 1.4516264782186141e-05}.
[I 2023-12-30 08:37:30,649] Trial 13 finished with values: [0.007917184012141896, 0.0065437214178821115, 0.001989126205444336, 0.002610921859741211] and parameters: {'alpha': 1.3145226857069967}.
[I 2023-12-30 08:37:30,652] Trial 14 finished with values: [0.0004396308168418197, 0.0003234410978382174, 0.0013210773468017578, 0.0016880035400390625] and parameters: {'alpha': 0.0004138494820842951}.
[I 2023-12-30 08:37:30,655] Trial 15 finished with values: [0.0002443601856055705, 0.00018972834152723107, 0.001508951187133789, 0.001828908920288086] and parameters: {'alpha': 1.184461141644836e-05}.
[I 2023-12-30 08:37:30,658] Trial 16 finished with values: [0.005857249311151565, 0.004841141459951565, 0.0010349750518798828, 0.0013790130615234375] and parameters: {'alpha': 0.9725032389712593}.
[I 2023-12-30 08:37:30,661] Trial 17 finished with values: [0.0013237000855612585, 0.0010940663482681323, 0.001132965087890625, 0.0014538764953613281] and parameters: {'alpha': 0.2197793797504}.
[I 2023-12-30 08:37:30,665] Trial 18 finished with values: [0.00024168939327219897, 0.00019976143749736552, 0.001981019973754883, 0.002674102783203125] and parameters: {'alpha': 0.040128685887062664}.
[I 2023-12-30 08:37:30,669] Trial 19 finished with values: [0.1357802662788929, 0.11222528555763098, 0.0013570785522460938, 0.0017161369323730469] and parameters: {'alpha': 22.544157117143655}.
[I 2023-12-30 08:37:30,673] Trial 20 finished with values: [0.0003079140127837824, 0.0002304271752264009, 0.002223968505859375, 0.002603769302368164] and parameters: {'alpha': 3.374412383999519e-05}.
[I 2023-12-30 08:37:30,677] Trial 21 finished with values: [0.0002464717258150565, 0.00020371413732940823, 0.0018661022186279297, 0.0022101402282714844] and parameters: {'alpha': 0.040922716268153636}.
[I 2023-12-30 08:37:30,680] Trial 22 finished with values: [0.0004523312053560783, 0.0003515807922697556, 0.0014719963073730469, 0.0017859935760498047] and parameters: {'alpha': 0.025031056117936844}.
[I 2023-12-30 08:37:30,682] Trial 23 finished with values: [0.006713297448870178, 0.005548683500774547, 0.0010218620300292969, 0.0013461112976074219] and parameters: {'alpha': 1.1146364387769276}.
[I 2023-12-30 08:37:30,685] Trial 24 finished with values: [0.0006470018366448206, 0.00048367978711833626, 0.001493215560913086, 0.001844167709350586] and parameters: {'alpha': 7.423452205168829e-05}.
[I 2023-12-30 08:37:30,688] Trial 25 finished with values: [0.0022168069154951345, 0.001832238188478894, 0.0010581016540527344, 0.0014040470123291016] and parameters: {'alpha': 0.3680655869290969}.
[I 2023-12-30 08:37:30,691] Trial 26 finished with values: [0.0004417767344230548, 0.00032511410999047196, 0.0013110637664794922, 0.0016481876373291016] and parameters: {'alpha': 0.0004117130079574851}.
[I 2023-12-30 08:37:30,694] Trial 27 finished with values: [0.03367839689427453, 0.027835913215988883, 0.0009400844573974609, 0.0012919902801513672] and parameters: {'alpha': 5.591763014209131}.
[I 2023-12-30 08:37:30,697] Trial 28 finished with values: [0.4262065010767118, 0.35226876188037104, 0.0007891654968261719, 0.001074075698852539] and parameters: {'alpha': 70.76482163384685}.
[I 2023-12-30 08:37:30,699] Trial 29 finished with values: [0.00048063005351286884, 0.0003551787425078978, 0.00136566162109375, 0.0016727447509765625] and parameters: {'alpha': 0.00037427381729600165}.
[I 2023-12-30 08:37:30,703] Trial 30 finished with values: [0.00048367510390977985, 0.0003997677876206862, 0.0013811588287353516, 0.0018129348754882812] and parameters: {'alpha': 0.08030657057035945}.
[I 2023-12-30 08:37:30,705] Trial 31 finished with values: [0.000429577347123375, 0.00031557308973832466, 0.0011839866638183594, 0.001466989517211914] and parameters: {'alpha': 0.00042393764748220077}.
[I 2023-12-30 08:37:30,708] Trial 32 finished with values: [0.000792924493271666, 0.0006377916380184101, 0.0010917186737060547, 0.0013780593872070312] and parameters: {'alpha': 0.007799271766578365}.
[I 2023-12-30 08:37:30,711] Trial 33 finished with values: [0.00015816173620398247, 0.00012751851735658625, 0.0013608932495117188, 0.0016448497772216797] and parameters: {'alpha': 0.000833544273271815}.
[I 2023-12-30 08:37:30,713] Trial 34 finished with values: [0.00039495352453179357, 0.0002955699579973825, 0.0013918876647949219, 0.0016760826110839844] and parameters: {'alpha': 4.341710580784927e-05}.
[I 2023-12-30 08:37:30,715] Trial 35 finished with values: [0.052889614796807656, 0.04371439448655314, 0.0009489059448242188, 0.0012297630310058594] and parameters: {'alpha': 8.78148068582667}.
[I 2023-12-30 08:37:30,718] Trial 36 finished with values: [0.00044804977220113805, 0.0003352686702221974, 0.0012979507446289062, 0.0015988349914550781] and parameters: {'alpha': 4.851230058891675e-05}.
[I 2023-12-30 08:37:30,720] Trial 37 finished with values: [0.4361158438408669, 0.36045904498904774, 0.0007648468017578125, 0.0010559558868408203] and parameters: {'alpha': 72.41011064619832}.
[I 2023-12-30 08:37:30,723] Trial 38 finished with values: [0.0006821633259765234, 0.000509395984362544, 0.0014231204986572266, 0.0017132759094238281] and parameters: {'alpha': 0.00011866946098077448}.
[I 2023-12-30 08:37:30,726] Trial 39 finished with values: [0.00047291926039281314, 0.0003493051049809703, 0.0017862319946289062, 0.0021402835845947266] and parameters: {'alpha': 0.0003815737889987993}.
[I 2023-12-30 08:37:30,729] Trial 40 finished with values: [0.0013546683959065194, 0.0011196623171609477, 0.0010120868682861328, 0.0013072490692138672] and parameters: {'alpha': 0.2249211759236829}.
[I 2023-12-30 08:37:30,731] Trial 41 finished with values: [0.1367312294823807, 0.11301127692435115, 0.0010349750518798828, 0.0014128684997558594] and parameters: {'alpha': 22.702049456436175}.
[I 2023-12-30 08:37:30,734] Trial 42 finished with values: [0.0005693198195286347, 0.0004238801036695372, 0.0013909339904785156, 0.0017008781433105469] and parameters: {'alpha': 0.00020410486539563895}.
[I 2023-12-30 08:37:30,737] Trial 43 finished with values: [0.0014730700416094994, 0.0012175238022176993, 0.0009160041809082031, 0.0012238025665283203] and parameters: {'alpha': 0.2445798890571332}.
[I 2023-12-30 08:37:30,739] Trial 44 finished with values: [0.00048389188001915116, 0.00035859245663776186, 0.0012371540069580078, 0.0015192031860351562] and parameters: {'alpha': 0.0002760710934851631}.
[I 2023-12-30 08:37:30,741] Trial 45 finished with values: [0.0006016332999136733, 0.00048515888925077856, 0.0011262893676757812, 0.0014312267303466797] and parameters: {'alpha': 0.002909089525479402}.
[I 2023-12-30 08:37:30,744] Trial 46 finished with values: [0.0002478464220936162, 0.00019434330149595947, 0.00092315673828125, 0.0011990070343017578] and parameters: {'alpha': 0.03351729119307699}.
[I 2023-12-30 08:37:30,747] Trial 47 finished with values: [0.00023497451527134612, 0.00018964185620891526, 0.001856088638305664, 0.0022089481353759766] and parameters: {'alpha': 0.0006746130041743043}.
[I 2023-12-30 08:37:30,750] Trial 48 finished with values: [0.0002549356380019973, 0.00021070974124523856, 0.0012121200561523438, 0.0015609264373779297] and parameters: {'alpha': 0.042328014484623165}.
[I 2023-12-30 08:37:30,753] Trial 49 finished with values: [0.0002398582006685655, 0.00018539032439998104, 0.0013427734375, 0.001628875732421875] and parameters: {'alpha': 1.3051078283184926e-05}.
[I 2023-12-30 08:37:30,760] Trial 50 finished with values: [0.24551702446948434, 0.20292505630938265, 0.001020193099975586, 0.0013120174407958984] and parameters: {'alpha': 40.76420326945639}.
[I 2023-12-30 08:37:30,763] Trial 51 finished with values: [0.0006422437898867817, 0.00047976227356714475, 0.0014295578002929688, 0.001714944839477539] and parameters: {'alpha': 7.826593298402872e-05}.
[I 2023-12-30 08:37:30,765] Trial 52 finished with values: [0.02099563546434046, 0.017353340437628737, 0.0008790493011474609, 0.0011670589447021484] and parameters: {'alpha': 3.485991872413852}.
[I 2023-12-30 08:37:30,768] Trial 53 finished with values: [0.0002860236349429902, 0.00023037390278951908, 0.0013217926025390625, 0.001603841781616211] and parameters: {'alpha': 0.002121486863701405}.
[I 2023-12-30 08:37:30,770] Trial 54 finished with values: [0.0014910724228893077, 0.001232403154243118, 0.0010139942169189453, 0.0012867450714111328] and parameters: {'alpha': 0.24756889860304035}.
[I 2023-12-30 08:37:30,772] Trial 55 finished with values: [0.4471338460445843, 0.369565658766395, 0.000823974609375, 0.0011029243469238281] and parameters: {'alpha': 74.23947495372894}.
[I 2023-12-30 08:37:30,774] Trial 56 finished with values: [0.007409932635547704, 0.006124467338123433, 0.0008420944213867188, 0.0011830329895019531] and parameters: {'alpha': 1.2303016494310581}.
[I 2023-12-30 08:37:30,777] Trial 57 finished with values: [0.0004125213915645997, 0.00030199003867139917, 0.0014879703521728516, 0.0017819404602050781] and parameters: {'alpha': 0.00044138857693467237}.
[I 2023-12-30 08:37:30,779] Trial 58 finished with values: [0.3393790080924523, 0.2805039873556441, 0.0006949901580810547, 0.0009760856628417969] and parameters: {'alpha': 56.3484951854649}.
[I 2023-12-30 08:37:30,782] Trial 59 finished with values: [0.0005012375029560387, 0.0003744783004471153, 0.0013890266418457031, 0.00168609619140625] and parameters: {'alpha': 6.075788420287861e-05}.
[I 2023-12-30 08:37:30,788] Trial 60 finished with values: [0.0006806550895078624, 0.0005082593975638772, 0.004144191741943359, 0.00449824333190918] and parameters: {'alpha': 0.00011970952238142397}.
[I 2023-12-30 08:37:30,790] Trial 61 finished with values: [0.0006165068626001504, 0.0004949968890187395, 0.0012750625610351562, 0.0015790462493896484] and parameters: {'alpha': 0.008022730696845407}.
[I 2023-12-30 08:37:30,793] Trial 62 finished with values: [0.06560448855419605, 0.05422350878834282, 0.0015108585357666016, 0.001867055892944336] and parameters: {'alpha': 10.892583569675113}.
[I 2023-12-30 08:37:30,796] Trial 63 finished with values: [0.00024177107646882308, 0.0001872522974787849, 0.001402139663696289, 0.0017123222351074219] and parameters: {'alpha': 1.252905754141627e-05}.
[I 2023-12-30 08:37:30,799] Trial 64 finished with values: [0.07707748456190287, 0.06370618464730753, 0.000949859619140625, 0.001260995864868164] and parameters: {'alpha': 12.797492373366692}.
[I 2023-12-30 08:37:30,801] Trial 65 finished with values: [0.002313636518791345, 0.0019122699204657213, 0.0008590221405029297, 0.0011448860168457031] and parameters: {'alpha': 0.3841426049690942}.
[I 2023-12-30 08:37:30,803] Trial 66 finished with values: [0.0006294362446986087, 0.0004695437693613458, 0.0012218952178955078, 0.0014910697937011719] and parameters: {'alpha': 0.0001570936960090778}.
[I 2023-12-30 08:37:30,806] Trial 67 finished with values: [0.0009969175680879484, 0.0007942334287269248, 0.0009970664978027344, 0.0012640953063964844] and parameters: {'alpha': 0.023674820658669177}.
[I 2023-12-30 08:37:30,808] Trial 68 finished with values: [0.004120169442250334, 0.0034054079055405805, 0.0007836818695068359, 0.0010716915130615234] and parameters: {'alpha': 0.6840887103926125}.
[I 2023-12-30 08:37:30,811] Trial 69 finished with values: [0.00023691327163374894, 0.00018244483417715119, 0.00144195556640625, 0.0017268657684326172] and parameters: {'alpha': 1.3884057999709139e-05}.
[I 2023-12-30 08:37:30,813] Trial 70 finished with values: [0.00023768682565677906, 0.00017791868982287685, 0.0013692378997802734, 0.0016701221466064453] and parameters: {'alpha': 2.8317064514072636e-05}.
[I 2023-12-30 08:37:30,816] Trial 71 finished with values: [0.0011743686617477081, 0.0009706407420361996, 0.0009872913360595703, 0.001293182373046875] and parameters: {'alpha': 0.19498526810734465}.
[I 2023-12-30 08:37:30,818] Trial 72 finished with values: [0.023224588873460194, 0.019195617962104193, 0.0009610652923583984, 0.0012371540069580078] and parameters: {'alpha': 3.8560741917334775}.
[I 2023-12-30 08:37:30,820] Trial 73 finished with values: [0.0006488956829813103, 0.00048543643823591886, 0.0012438297271728516, 0.0015227794647216797] and parameters: {'alpha': 7.209617136179422e-05}.
[I 2023-12-30 08:37:30,823] Trial 74 finished with values: [0.000461128103657067, 0.0003413162179889206, 0.0011782646179199219, 0.0014500617980957031] and parameters: {'alpha': 0.0002962561697851298}.
[I 2023-12-30 08:37:30,825] Trial 75 finished with values: [0.000403085526419554, 0.0002945137309101875, 0.0012707710266113281, 0.0015549659729003906] and parameters: {'alpha': 0.00045126316318191593}.
[I 2023-12-30 08:37:30,828] Trial 76 finished with values: [0.0003313461575556777, 0.00026703344483361424, 0.0012390613555908203, 0.0015518665313720703] and parameters: {'alpha': 0.002064716608456269}.
[I 2023-12-30 08:37:30,830] Trial 77 finished with values: [0.0011383216682161073, 0.0009162139565235384, 0.0010581016540527344, 0.0013501644134521484] and parameters: {'alpha': 0.009909052384752383}.
[I 2023-12-30 08:37:30,833] Trial 78 finished with values: [0.03277085956128113, 0.02708581425727766, 0.0009169578552246094, 0.0011987686157226562] and parameters: {'alpha': 5.441080851143193}.
[I 2023-12-30 08:37:30,835] Trial 79 finished with values: [0.050878026521593955, 0.0420517738805079, 0.0007658004760742188, 0.0010387897491455078] and parameters: {'alpha': 8.447488395386571}.
[I 2023-12-30 08:37:30,837] Trial 80 finished with values: [0.1961380437549198, 0.16211227575514844, 0.0007460117340087891, 0.001016855239868164] and parameters: {'alpha': 32.56560762650306}.
[I 2023-12-30 08:37:30,840] Trial 81 finished with values: [0.0006820840051255849, 0.0005093362154173198, 0.0011832714080810547, 0.001470327377319336] and parameters: {'alpha': 0.0001187241541160267}.
[I 2023-12-30 08:37:30,842] Trial 82 finished with values: [0.2455433293897667, 0.20294679788694267, 0.0006902217864990234, 0.0009698867797851562] and parameters: {'alpha': 40.76857078376679}.
[I 2023-12-30 08:37:30,845] Trial 83 finished with values: [0.00021006596750509132, 0.00015724874470549488, 0.0014400482177734375, 0.0017600059509277344] and parameters: {'alpha': 2.498748765041911e-05}.
[I 2023-12-30 08:37:30,847] Trial 84 finished with values: [0.0004645998859756762, 0.00034396828818673007, 0.0014269351959228516, 0.0017080307006835938] and parameters: {'alpha': 0.000293123312872143}.
[I 2023-12-30 08:37:30,850] Trial 85 finished with values: [0.00029101767260001764, 0.00023462249883191344, 0.001310110092163086, 0.0015931129455566406] and parameters: {'alpha': 0.0015668864625299126}.
[I 2023-12-30 08:37:30,852] Trial 86 finished with values: [0.04021539062807785, 0.03323887793663255, 0.0007979869842529297, 0.0010721683502197266] and parameters: {'alpha': 6.677127020685671}.
[I 2023-12-30 08:37:30,855] Trial 87 finished with values: [0.00021844715456213195, 0.0001761544822070149, 0.0013260841369628906, 0.0016150474548339844] and parameters: {'alpha': 0.0010620673495664412}.
[I 2023-12-30 08:37:30,857] Trial 88 finished with values: [0.00025374110229175307, 0.0002097224320035651, 0.0009539127349853516, 0.0013089179992675781] and parameters: {'alpha': 0.04212968079990807}.
[I 2023-12-30 08:37:30,860] Trial 89 finished with values: [0.0005964616597789159, 0.0004445618109566851, 0.0013682842254638672, 0.0016772747039794922] and parameters: {'alpha': 0.00018248838056608623}.
[I 2023-12-30 08:37:30,863] Trial 90 finished with values: [0.0002010976354093233, 0.00016206809995861104, 0.001322031021118164, 0.0016140937805175781] and parameters: {'alpha': 0.001246309835891551}.
[I 2023-12-30 08:37:30,865] Trial 91 finished with values: [0.0007042142239393338, 0.000563949439848862, 0.0010540485382080078, 0.001394033432006836] and parameters: {'alpha': 0.012082012120082515}.
[I 2023-12-30 08:37:30,867] Trial 92 finished with values: [0.01952632635999155, 0.01613892513025613, 0.0008792877197265625, 0.0011782646179199219] and parameters: {'alpha': 3.2420364272689044}.
[I 2023-12-30 08:37:30,870] Trial 93 finished with values: [0.0005654478379163792, 0.0004500198944678835, 0.0010120868682861328, 0.0012888908386230469] and parameters: {'alpha': 0.014293215587482743}.
[I 2023-12-30 08:37:30,872] Trial 94 finished with values: [0.00023829879737623566, 0.00017837916256118524, 0.0012297630310058594, 0.001500844955444336] and parameters: {'alpha': 2.7931060918598288e-05}.
[I 2023-12-30 08:37:30,874] Trial 95 finished with values: [0.0004443212614319501, 0.0003672409976063862, 0.0011012554168701172, 0.001377105712890625] and parameters: {'alpha': 0.07377248994114537}.
[I 2023-12-30 08:37:30,877] Trial 96 finished with values: [0.003806717613730679, 0.003146333284990075, 0.0009970664978027344, 0.0012760162353515625] and parameters: {'alpha': 0.6320450116679006}.
[I 2023-12-30 08:37:30,879] Trial 97 finished with values: [0.0003604965143421172, 0.0002903294661368261, 0.0011110305786132812, 0.0013911724090576172] and parameters: {'alpha': 0.0027404327533514187}.
[I 2023-12-30 08:37:30,881] Trial 98 finished with values: [0.02247197491356689, 0.018573566474960918, 0.0008008480072021484, 0.0010919570922851562] and parameters: {'alpha': 3.7311145946890782}.
[I 2023-12-30 08:37:30,884] Trial 99 finished with values: [0.00023663048165183088, 0.0001770494208551665, 0.0014157295227050781, 0.0017399787902832031] and parameters: {'alpha': 2.9193659174018046e-05}.
[I 2023-12-30 08:37:30,893] A new study created in memory with name: no-name-703a7367-f55a-479d-b945-c90c5e957eed
[I 2023-12-30 08:37:30,895] Trial 0 finished with values: [0.0007514171178531479, 0.0005743818637218068, 0.0007789134979248047, 0.0010647773742675781] and parameters: {'alpha': 31.998451618565294}.
[I 2023-12-30 08:37:30,897] Trial 1 finished with values: [5.2722682107341877e-05, 4.031154767330625e-05, 0.0006799697875976562, 0.0009679794311523438] and parameters: {'alpha': 2.1754032260758986}.
[I 2023-12-30 08:37:30,899] Trial 2 finished with values: [1.2510663282724594e-09, 9.56521504225094e-10, 0.0005078315734863281, 0.0007829666137695312] and parameters: {'alpha': 5.1483044568434455e-05}.
[I 2023-12-30 08:37:30,901] Trial 3 finished with values: [1.8718187770967838e-05, 1.4311540657026001e-05, 0.0006382465362548828, 0.0009191036224365234] and parameters: {'alpha': 0.771074236523135}.
[I 2023-12-30 08:37:30,903] Trial 4 finished with values: [0.0013982807007114552, 0.001068510536325935, 0.0007550716400146484, 0.0010368824005126953] and parameters: {'alpha': 61.24022921989594}.
[I 2023-12-30 08:37:30,904] Trial 5 finished with values: [1.6669658974892024e-05, 1.2745257342045013e-05, 0.0005099773406982422, 0.0007739067077636719] and parameters: {'alpha': 0.6866193896798845}.
[I 2023-12-30 08:37:30,906] Trial 6 finished with values: [2.076123705989211e-09, 1.587339000241883e-09, 0.0005650520324707031, 0.0008351802825927734] and parameters: {'alpha': 8.544175597440978e-05}.
[I 2023-12-30 08:37:30,908] Trial 7 finished with values: [0.0001673395344096088, 0.00012794977347290403, 0.0006039142608642578, 0.0008959770202636719] and parameters: {'alpha': 6.941955392806958}.
[I 2023-12-30 08:37:30,910] Trial 8 finished with values: [5.010578509063127e-06, 3.830941286693257e-06, 0.0005550384521484375, 0.0008177757263183594] and parameters: {'alpha': 0.2062678600588901}.
[I 2023-12-30 08:37:30,911] Trial 9 finished with values: [4.432197139011811e-09, 3.3887194950121825e-09, 0.0005300045013427734, 0.0008230209350585938] and parameters: {'alpha': 0.00018240745918219576}.
[I 2023-12-30 08:37:30,913] Trial 10 finished with values: [2.1555436578719758e-06, 1.648063038532932e-06, 0.0005142688751220703, 0.0007979869842529297] and parameters: {'alpha': 0.08872380674748516}.
[I 2023-12-30 08:37:30,915] Trial 11 finished with values: [5.6337453116750385e-05, 4.307546390964978e-05, 0.000537872314453125, 0.0008041858673095703] and parameters: {'alpha': 2.324954511079757}.
[I 2023-12-30 08:37:30,917] Trial 12 finished with values: [6.963216484986648e-08, 5.3238576487313336e-08, 0.0007479190826416016, 0.0010309219360351562] and parameters: {'alpha': 0.00286581236681615}.
[I 2023-12-30 08:37:30,919] Trial 13 finished with values: [0.00011886552590726542, 9.088591370374876e-05, 0.0006451606750488281, 0.0009169578552246094] and parameters: {'alpha': 4.9199135435252925}.
[I 2023-12-30 08:37:30,921] Trial 14 finished with values: [2.740755608235318e-06, 2.0954988669630303e-06, 0.0007772445678710938, 0.001049041748046875] and parameters: {'alpha': 0.11281478431281537}.
[I 2023-12-30 08:37:30,923] Trial 15 finished with values: [4.657246902881682e-08, 3.56078538998883e-08, 0.0006721019744873047, 0.000946044921875] and parameters: {'alpha': 0.0019167533966798892}.
[I 2023-12-30 08:37:30,925] Trial 16 finished with values: [5.630505389628202e-10, 4.304917344821746e-10, 0.0005218982696533203, 0.0007989406585693359] and parameters: {'alpha': 2.3170038487648893e-05}.
[I 2023-12-30 08:37:30,927] Trial 17 finished with values: [5.8206211711570046e-05, 4.450435125483598e-05, 0.0008120536804199219, 0.001123189926147461] and parameters: {'alpha': 2.4022893256638436}.
[I 2023-12-30 08:37:30,929] Trial 18 finished with values: [6.358017548040261e-09, 4.861140918688278e-09, 0.0007691383361816406, 0.001055002212524414] and parameters: {'alpha': 0.0002616673570355254}.
[I 2023-12-30 08:37:30,930] Trial 19 finished with values: [5.145962382829385e-08, 3.9344420229570075e-08, 0.0004899501800537109, 0.0007507801055908203] and parameters: {'alpha': 0.0021179002515536805}.
[I 2023-12-30 08:37:30,933] Trial 20 finished with values: [4.0871316717355825e-06, 3.124899293055483e-06, 0.0007162094116210938, 0.0009961128234863281] and parameters: {'alpha': 0.16824524975001867}.
[I 2023-12-30 08:37:30,934] Trial 21 finished with values: [1.9275769206347297e-05, 1.4737862263560776e-05, 0.000492095947265625, 0.0007998943328857422] and parameters: {'alpha': 0.7940645754265694}.
[I 2023-12-30 08:37:30,936] Trial 22 finished with values: [0.0017588007619111171, 0.0013437142003276759, 0.0005211830139160156, 0.0007781982421875] and parameters: {'alpha': 78.22999745119456}.
[I 2023-12-30 08:37:30,938] Trial 23 finished with values: [5.177583327084592e-07, 3.958619361421611e-07, 0.0006079673767089844, 0.0008778572082519531] and parameters: {'alpha': 0.021309617256911117}.
[I 2023-12-30 08:37:30,940] Trial 24 finished with values: [1.1708784264752531e-05, 8.952244741267102e-06, 0.000579833984375, 0.0008718967437744141] and parameters: {'alpha': 0.48216620587642417}.
[I 2023-12-30 08:37:30,942] Trial 25 finished with values: [1.3458557100936176e-05, 1.0290092348413938e-05, 0.0005960464477539062, 0.0008599758148193359] and parameters: {'alpha': 0.5542686343699583}.
[I 2023-12-30 08:37:30,944] Trial 26 finished with values: [0.0006638518232743462, 0.0005074616447717872, 0.0006101131439208984, 0.0008800029754638672] and parameters: {'alpha': 28.160933328999377}.
[I 2023-12-30 08:37:30,946] Trial 27 finished with values: [7.319729594909764e-07, 5.59643839511681e-07, 0.0008311271667480469, 0.0011279582977294922] and parameters: {'alpha': 0.03012646849511022}.
[I 2023-12-30 08:37:30,948] Trial 28 finished with values: [4.427095562793697e-05, 3.384923823368413e-05, 0.0005540847778320312, 0.0008289813995361328] and parameters: {'alpha': 1.8259358472955272}.
[I 2023-12-30 08:37:30,949] Trial 29 finished with values: [0.0011287292468858698, 0.0008626569354088676, 0.0005962848663330078, 0.0008602142333984375] and parameters: {'alpha': 48.862750051155345}.
[I 2023-12-30 08:37:30,952] Trial 30 finished with values: [1.4863906731220996e-07, 1.1364479087228041e-07, 0.0006971359252929688, 0.0009999275207519531] and parameters: {'alpha': 0.006117495477080025}.
[I 2023-12-30 08:37:30,953] Trial 31 finished with values: [1.8579677992853293e-09, 1.4205446918769127e-09, 0.0005669593811035156, 0.0008568763732910156] and parameters: {'alpha': 7.646930455821795e-05}.
[I 2023-12-30 08:37:30,955] Trial 32 finished with values: [1.174903984872568e-06, 8.982953750513722e-07, 0.0006768703460693359, 0.0009677410125732422] and parameters: {'alpha': 0.04835762982827035}.
[I 2023-12-30 08:37:30,957] Trial 33 finished with values: [3.432085954295381e-08, 2.6240652971631915e-08, 0.0006899833679199219, 0.0009641647338867188] and parameters: {'alpha': 0.001412523756892776}.
[I 2023-12-30 08:37:30,959] Trial 34 finished with values: [7.849632903273928e-10, 6.001584540449301e-10, 0.0005919933319091797, 0.0009038448333740234] and parameters: {'alpha': 3.2303132135508426e-05}.
[I 2023-12-30 08:37:30,962] Trial 35 finished with values: [3.4020826430456143e-10, 2.6010826603695136e-10, 0.0008170604705810547, 0.0011398792266845703] and parameters: {'alpha': 1.3999463352848836e-05}.
[I 2023-12-30 08:37:30,964] Trial 36 finished with values: [9.742860370158638e-05, 7.449472295652515e-05, 0.0006160736083984375, 0.0009109973907470703] and parameters: {'alpha': 4.0285637645237635}.
[I 2023-12-30 08:37:30,966] Trial 37 finished with values: [8.115766228571537e-10, 6.205007996307188e-10, 0.0007510185241699219, 0.0010311603546142578] and parameters: {'alpha': 3.339817786349598e-05}.
[I 2023-12-30 08:37:30,968] Trial 38 finished with values: [1.0439679681171584e-06, 7.981856774319507e-07, 0.0007359981536865234, 0.0010161399841308594] and parameters: {'alpha': 0.042968180599410696}.
[I 2023-12-30 08:37:30,970] Trial 39 finished with values: [6.972297406192951e-07, 5.330802459746487e-07, 0.00047516822814941406, 0.0007309913635253906] and parameters: {'alpha': 0.028696462441056073}.
[I 2023-12-30 08:37:30,971] Trial 40 finished with values: [8.039868545234246e-07, 6.147034547032693e-07, 0.00055694580078125, 0.0008559226989746094] and parameters: {'alpha': 0.03309052882678525}.
[I 2023-12-30 08:37:30,973] Trial 41 finished with values: [9.211425254521699e-07, 7.042770938847642e-07, 0.0006740093231201172, 0.0009500980377197266] and parameters: {'alpha': 0.03791264000410764}.
[I 2023-12-30 08:37:30,975] Trial 42 finished with values: [1.2923491758991863e-07, 9.880898399039495e-08, 0.0007538795471191406, 0.001027822494506836] and parameters: {'alpha': 0.005318875643945417}.
[I 2023-12-30 08:37:30,977] Trial 43 finished with values: [7.58804684661013e-09, 5.8015807447020504e-09, 0.0005519390106201172, 0.0008268356323242188] and parameters: {'alpha': 0.0003122869340308885}.
[I 2023-12-30 08:37:30,979] Trial 44 finished with values: [3.5976596526819995e-05, 2.750729710152555e-05, 0.000579833984375, 0.0008499622344970703] and parameters: {'alpha': 1.4832481657722134}.
[I 2023-12-30 08:37:30,981] Trial 45 finished with values: [1.2940611517587424e-05, 9.894079277688039e-06, 0.0005950927734375, 0.0008692741394042969] and parameters: {'alpha': 0.5329245146090145}.
[I 2023-12-30 08:37:30,983] Trial 46 finished with values: [2.7458863351506416e-07, 2.099419116807777e-07, 0.0007312297821044922, 0.0010671615600585938] and parameters: {'alpha': 0.01130123860675443}.
[I 2023-12-30 08:37:30,985] Trial 47 finished with values: [4.752192433807364e-08, 3.633377755885014e-08, 0.0005328655242919922, 0.0007951259613037109] and parameters: {'alpha': 0.001955830234972169}.
[I 2023-12-30 08:37:30,987] Trial 48 finished with values: [3.0122384971174768e-05, 2.3031145197695003e-05, 0.0006268024444580078, 0.0009059906005859375] and parameters: {'alpha': 1.2415401916648243}.
[I 2023-12-30 08:37:30,989] Trial 49 finished with values: [8.954517515620452e-09, 6.846342628374913e-09, 0.0005917549133300781, 0.0008807182312011719] and parameters: {'alpha': 0.0003685299894519372}.
[I 2023-12-30 08:37:30,995] Trial 50 finished with values: [3.673959050765441e-08, 2.8089943104880887e-08, 0.0006349086761474609, 0.00090789794921875] and parameters: {'alpha': 0.001512068014528871}.
[I 2023-12-30 08:37:30,997] Trial 51 finished with values: [9.584725193717279e-08, 7.328181445664938e-08, 0.0006959438323974609, 0.0010328292846679688] and parameters: {'alpha': 0.00394474195057233}.
[I 2023-12-30 08:37:30,999] Trial 52 finished with values: [3.636259522993185e-07, 2.7801708625152523e-07, 0.0006279945373535156, 0.0009071826934814453] and parameters: {'alpha': 0.014965808920011966}.
[I 2023-12-30 08:37:31,001] Trial 53 finished with values: [1.1507602231265726e-06, 8.798357855066552e-07, 0.0005488395690917969, 0.0008308887481689453] and parameters: {'alpha': 0.047363844842735515}.
[I 2023-12-30 08:37:31,003] Trial 54 finished with values: [0.00016528108950121333, 0.00012637588309855508, 0.0005669593811035156, 0.0008349418640136719] and parameters: {'alpha': 6.855907552563736}.
[I 2023-12-30 08:37:31,005] Trial 55 finished with values: [2.9520958847694696e-05, 2.2571294140597554e-05, 0.0006222724914550781, 0.0009160041809082031] and parameters: {'alpha': 1.2167162421853022}.
[I 2023-12-30 08:37:31,007] Trial 56 finished with values: [4.236075802437187e-06, 3.238777773711954e-06, 0.0007219314575195312, 0.0010061264038085938] and parameters: {'alpha': 0.1743777449890638}.
[I 2023-12-30 08:37:31,009] Trial 57 finished with values: [3.965421822370035e-08, 3.0318378394511566e-08, 0.0006792545318603516, 0.0010149478912353516] and parameters: {'alpha': 0.0016320303067873794}.
[I 2023-12-30 08:37:31,011] Trial 58 finished with values: [3.3621651300385194e-05, 2.5706693942153524e-05, 0.0005810260772705078, 0.0008580684661865234] and parameters: {'alpha': 1.3860012088787295}.
[I 2023-12-30 08:37:31,013] Trial 59 finished with values: [7.857190716081744e-07, 6.007364686744232e-07, 0.0005812644958496094, 0.0008680820465087891] and parameters: {'alpha': 0.03233863528238604}.
[I 2023-12-30 08:37:31,015] Trial 60 finished with values: [3.1525355764911086e-09, 2.410329357216412e-09, 0.0006132125854492188, 0.000885009765625] and parameters: {'alpha': 0.0001297394667433017}.
[I 2023-12-30 08:37:31,017] Trial 61 finished with values: [1.2882954621501734e-08, 9.849901283498497e-09, 0.0006582736968994141, 0.0009510517120361328] and parameters: {'alpha': 0.0005302090848908731}.
[I 2023-12-30 08:37:31,019] Trial 62 finished with values: [7.289915364029225e-07, 5.573643332268396e-07, 0.0007638931274414062, 0.0010368824005126953] and parameters: {'alpha': 0.030003761260112796}.
[I 2023-12-30 08:37:31,021] Trial 63 finished with values: [2.060861222822786e-09, 1.5756652471665688e-09, 0.0006301403045654297, 0.0009031295776367188] and parameters: {'alpha': 8.480580193343666e-05}.
[I 2023-12-30 08:37:31,023] Trial 64 finished with values: [1.493961402410917e-08, 1.1422361742008391e-08, 0.0005741119384765625, 0.0008461475372314453] and parameters: {'alpha': 0.0006148559606554018}.
[I 2023-12-30 08:37:31,025] Trial 65 finished with values: [4.871690997653069e-10, 3.724701835849942e-10, 0.0005619525909423828, 0.000885009765625] and parameters: {'alpha': 2.003770808843696e-05}.
[I 2023-12-30 08:37:31,027] Trial 66 finished with values: [1.886832264705024e-07, 1.4426130667932746e-07, 0.0006310939788818359, 0.0009069442749023438] and parameters: {'alpha': 0.00776559996911674}.
[I 2023-12-30 08:37:31,029] Trial 67 finished with values: [1.1760074220651818e-06, 8.991390284818213e-07, 0.0006399154663085938, 0.000911712646484375] and parameters: {'alpha': 0.04840304147102485}.
[I 2023-12-30 08:37:31,031] Trial 68 finished with values: [5.01695189764688e-10, 3.8357782505826775e-10, 0.0005698204040527344, 0.00084686279296875] and parameters: {'alpha': 2.0644969016328645e-05}.
[I 2023-12-30 08:37:31,033] Trial 69 finished with values: [0.0005497460337174908, 0.00042026151578377523, 0.0006570816040039062, 0.0009860992431640625] and parameters: {'alpha': 23.20318234602624}.
[I 2023-12-30 08:37:31,036] Trial 70 finished with values: [2.1086777587128907e-06, 1.6122307631172284e-06, 0.0008919239044189453, 0.0012087821960449219] and parameters: {'alpha': 0.08679457217430024}.
[I 2023-12-30 08:37:31,038] Trial 71 finished with values: [5.162841587573697e-08, 3.947347307242666e-08, 0.0007901191711425781, 0.0011048316955566406] and parameters: {'alpha': 0.002124848577763679}.
[I 2023-12-30 08:37:31,041] Trial 72 finished with values: [0.000733690942714406, 0.0005608355000754428, 0.0006978511810302734, 0.0009870529174804688] and parameters: {'alpha': 31.219297447447442}.
[I 2023-12-30 08:37:31,044] Trial 73 finished with values: [4.940091930134528e-10, 3.7770386929203423e-10, 0.0012259483337402344, 0.0015978813171386719] and parameters: {'alpha': 2.0326393548503978e-05}.
[I 2023-12-30 08:37:31,047] Trial 74 finished with values: [2.9225686469780687e-06, 2.2345078143559683e-06, 0.000823974609375, 0.0011718273162841797] and parameters: {'alpha': 0.12029962852352202}.
[I 2023-12-30 08:37:31,050] Trial 75 finished with values: [0.0006628673870059729, 0.0005067092688583719, 0.0011739730834960938, 0.0015518665313720703] and parameters: {'alpha': 28.11795337321912}.
[I 2023-12-30 08:37:31,053] Trial 76 finished with values: [4.6285960741054774e-05, 3.538993593074635e-05, 0.0009958744049072266, 0.0014069080352783203] and parameters: {'alpha': 1.9092281336763872}.
[I 2023-12-30 08:37:31,055] Trial 77 finished with values: [0.00034763007551368556, 0.0002657859018943709, 0.0007910728454589844, 0.0012621879577636719] and parameters: {'alpha': 14.54046731961366}.
[I 2023-12-30 08:37:31,058] Trial 78 finished with values: [1.2622608735200252e-09, 9.650871035660202e-10, 0.0006070137023925781, 0.0008909702301025391] and parameters: {'alpha': 5.194504235841846e-05}.
[I 2023-12-30 08:37:31,060] Trial 79 finished with values: [3.7161656052405964e-10, 2.841255375418683e-10, 0.0007338523864746094, 0.001049041748046875] and parameters: {'alpha': 1.5293440241545964e-05}.
[I 2023-12-30 08:37:31,063] Trial 80 finished with values: [8.772874875675538e-06, 6.70750486456706e-06, 0.0008292198181152344, 0.001135110855102539] and parameters: {'alpha': 0.3612143696036969}.
[I 2023-12-30 08:37:31,066] Trial 81 finished with values: [1.5837588223691485e-06, 1.2108934276455762e-06, 0.0008671283721923828, 0.0012142658233642578] and parameters: {'alpha': 0.06518689066258405}.
[I 2023-12-30 08:37:31,069] Trial 82 finished with values: [7.483226752894729e-06, 5.721468094690429e-06, 0.0009238719940185547, 0.001318216323852539] and parameters: {'alpha': 0.3080951035679001}.
[I 2023-12-30 08:37:31,072] Trial 83 finished with values: [5.721822460653864e-07, 4.3747278140826574e-07, 0.0009191036224365234, 0.0012731552124023438] and parameters: {'alpha': 0.023549637127360655}.
[I 2023-12-30 08:37:31,074] Trial 84 finished with values: [1.4144945694539384e-06, 1.0814790790114603e-06, 0.0008730888366699219, 0.001249074935913086] and parameters: {'alpha': 0.058219566756330825}.
[I 2023-12-30 08:37:31,077] Trial 85 finished with values: [3.131010493757753e-06, 2.39387640287525e-06, 0.0009288787841796875, 0.001277923583984375] and parameters: {'alpha': 0.1288808806273814}.
[I 2023-12-30 08:37:31,080] Trial 86 finished with values: [0.0012985977671224737, 0.0009923886070152654, 0.0006268024444580078, 0.0009059906005859375] and parameters: {'alpha': 56.630670831049926}.
[I 2023-12-30 08:37:31,082] Trial 87 finished with values: [6.127142110114313e-07, 4.684622676487393e-07, 0.0007359981536865234, 0.0010819435119628906] and parameters: {'alpha': 0.025217884110986015}.
[I 2023-12-30 08:37:31,085] Trial 88 finished with values: [6.088608068464497e-08, 4.655159608790704e-08, 0.0009000301361083984, 0.001271963119506836] and parameters: {'alpha': 0.0025058568927145823}.
[I 2023-12-30 08:37:31,087] Trial 89 finished with values: [3.5368406294755696e-09, 2.7041557770779432e-09, 0.0006132125854492188, 0.0009300708770751953] and parameters: {'alpha': 0.00014555734556804067}.
[I 2023-12-30 08:37:31,090] Trial 90 finished with values: [1.5340505786886685e-08, 1.1728873917649096e-08, 0.0008709430694580078, 0.0012078285217285156] and parameters: {'alpha': 0.0006313605270548652}.
[I 2023-12-30 08:37:31,092] Trial 91 finished with values: [0.0002755829554265809, 0.0002107082115224068, 0.0007860660552978516, 0.0011470317840576172] and parameters: {'alpha': 11.489338931790792}.
[I 2023-12-30 08:37:31,094] Trial 92 finished with values: [3.288571725353582e-09, 2.5143366344515526e-09, 0.0006346702575683594, 0.0009069442749023438] and parameters: {'alpha': 0.0001353408966173088}.
[I 2023-12-30 08:37:31,096] Trial 93 finished with values: [7.087299702800698e-06, 5.418751348673645e-06, 0.00049591064453125, 0.0007619857788085938] and parameters: {'alpha': 0.2917886064993369}.
[I 2023-12-30 08:37:31,098] Trial 94 finished with values: [7.86163249886071e-09, 6.010760374985935e-09, 0.0006761550903320312, 0.0009789466857910156] and parameters: {'alpha': 0.0003235574428388557}.
[I 2023-12-30 08:37:31,100] Trial 95 finished with values: [3.681362702555005e-09, 2.814653964344771e-09, 0.0007510185241699219, 0.0010988712310791016] and parameters: {'alpha': 0.0001515083457348949}.
[I 2023-12-30 08:37:31,102] Trial 96 finished with values: [1.1669050984504423e-07, 8.921791740057472e-08, 0.0006573200225830078, 0.0009751319885253906] and parameters: {'alpha': 0.004802593738967681}.
[I 2023-12-30 08:37:31,105] Trial 97 finished with values: [1.2641115151872197e-07, 9.665001895031721e-08, 0.0007712841033935547, 0.0010471343994140625] and parameters: {'alpha': 0.005202653151047746}.
[I 2023-12-30 08:37:31,106] Trial 98 finished with values: [0.0007442454210731335, 0.0005689012790727244, 0.0004990100860595703, 0.0007600784301757812] and parameters: {'alpha': 31.683078237068862}.
[I 2023-12-30 08:37:31,109] Trial 99 finished with values: [6.936767952129744e-07, 5.303637695752706e-07, 0.0006220340728759766, 0.0008969306945800781] and parameters: {'alpha': 0.028550222092783083}.
[I 2023-12-30 08:37:31,113] A new study created in memory with name: no-name-e033edaa-325c-425d-aecb-bf5572cd66b2
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:37:32,220] Trial 0 finished with values: [20.57682739772458, 15.988454548716545, 1.0739479064941406, 0.032888174057006836] and parameters: {'n_units_1': 34, 'n_units_2': 20, 'learning_rate': 0.0034283184153768138}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:37:33,203] Trial 1 finished with values: [26.25498543860643, 21.123369097709656, 0.9493551254272461, 0.032852888107299805] and parameters: {'n_units_1': 89, 'n_units_2': 37, 'learning_rate': 0.00046836517608171756}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 434us/step
[I 2023-12-30 08:37:34,255] Trial 2 finished with values: [28.95896795541143, 22.73242043018341, 1.0152268409729004, 0.035894155502319336] and parameters: {'n_units_1': 97, 'n_units_2': 91, 'learning_rate': 0.0002708120975454904}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 402us/step
[I 2023-12-30 08:37:35,312] Trial 3 finished with values: [158.76408531448396, 118.42661170482636, 1.0225939750671387, 0.03356528282165527] and parameters: {'n_units_1': 21, 'n_units_2': 54, 'learning_rate': 0.00021897985588264712}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 391us/step
[I 2023-12-30 08:37:36,480] Trial 4 finished with values: [256.6533852695953, 196.6611247125268, 1.1350162029266357, 0.03251481056213379] and parameters: {'n_units_1': 61, 'n_units_2': 45, 'learning_rate': 1.1095932844932462e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:37:37,454] Trial 5 finished with values: [12.500753447437383, 9.440492966175078, 0.9396982192993164, 0.033247947692871094] and parameters: {'n_units_1': 55, 'n_units_2': 17, 'learning_rate': 0.005763760245276177}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 431us/step
[I 2023-12-30 08:37:38,484] Trial 6 finished with values: [23.427621886294236, 18.31968725681305, 0.9951488971710205, 0.03431415557861328] and parameters: {'n_units_1': 39, 'n_units_2': 82, 'learning_rate': 0.0014446162832356326}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 439us/step
[I 2023-12-30 08:37:39,519] Trial 7 finished with values: [23.601519136940247, 18.85914514541626, 0.9986522197723389, 0.03575778007507324] and parameters: {'n_units_1': 51, 'n_units_2': 59, 'learning_rate': 0.0012357927752555504}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 423us/step
[I 2023-12-30 08:37:40,521] Trial 8 finished with values: [254.55030073878072, 194.68713974833489, 0.9672188758850098, 0.033303022384643555] and parameters: {'n_units_1': 26, 'n_units_2': 16, 'learning_rate': 6.0407349298132484e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 422us/step
[I 2023-12-30 08:37:41,566] Trial 9 finished with values: [33.29654784173698, 26.9124107170105, 1.0121071338653564, 0.03256988525390625] and parameters: {'n_units_1': 98, 'n_units_2': 85, 'learning_rate': 0.0002132137073999671}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:37:42,583] Trial 10 finished with values: [256.3205664027579, 196.47118757888674, 0.9828660488128662, 0.03291010856628418] and parameters: {'n_units_1': 90, 'n_units_2': 71, 'learning_rate': 1.2475675197986816e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 436us/step
[I 2023-12-30 08:37:43,711] Trial 11 finished with values: [25.785316791100932, 20.643176469802857, 1.0925092697143555, 0.03513193130493164] and parameters: {'n_units_1': 94, 'n_units_2': 32, 'learning_rate': 0.0005988013596080852}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 439us/step
[I 2023-12-30 08:37:44,809] Trial 12 finished with values: [17.29189350397901, 13.578830122500658, 1.0623807907104492, 0.03507804870605469] and parameters: {'n_units_1': 18, 'n_units_2': 30, 'learning_rate': 0.005517524099004246}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 470us/step
[I 2023-12-30 08:37:45,877] Trial 13 finished with values: [31.27924068368931, 24.881707983016966, 1.028681993484497, 0.03853797912597656] and parameters: {'n_units_1': 90, 'n_units_2': 94, 'learning_rate': 0.0002459046535125254}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 508us/step
[I 2023-12-30 08:37:47,152] Trial 14 finished with values: [195.70974121428998, 146.33288548231124, 1.2349269390106201, 0.03815197944641113] and parameters: {'n_units_1': 98, 'n_units_2': 11, 'learning_rate': 0.00018268269219371948}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 743us/step
[I 2023-12-30 08:37:48,342] Trial 15 finished with values: [28.203895263774545, 22.931021814346312, 1.1486058235168457, 0.040015220642089844] and parameters: {'n_units_1': 53, 'n_units_2': 99, 'learning_rate': 0.00034786854952637095}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 475us/step
[I 2023-12-30 08:37:49,530] Trial 16 finished with values: [233.93982676238676, 177.64198811888696, 1.1449589729309082, 0.04214286804199219] and parameters: {'n_units_1': 25, 'n_units_2': 30, 'learning_rate': 0.00013564164945695082}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 422us/step
[I 2023-12-30 08:37:50,576] Trial 17 finished with values: [252.70668922203077, 192.5131836259365, 1.0125679969787598, 0.03276801109313965] and parameters: {'n_units_1': 88, 'n_units_2': 74, 'learning_rate': 2.987565810653764e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:37:51,608] Trial 18 finished with values: [256.1079504253558, 196.2945141386986, 0.998460054397583, 0.03290104866027832] and parameters: {'n_units_1': 99, 'n_units_2': 82, 'learning_rate': 1.0149229973844571e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:37:52,626] Trial 19 finished with values: [26.094916746280415, 21.00233639717102, 0.9843189716339111, 0.03300309181213379] and parameters: {'n_units_1': 82, 'n_units_2': 65, 'learning_rate': 0.0005967625096276487}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 407us/step
[I 2023-12-30 08:37:53,612] Trial 20 finished with values: [248.1659510808138, 188.81321439504623, 0.9517810344696045, 0.033445119857788086] and parameters: {'n_units_1': 16, 'n_units_2': 60, 'learning_rate': 8.525560402665218e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 428us/step
[I 2023-12-30 08:37:54,583] Trial 21 finished with values: [27.765057313325222, 21.63554072380066, 0.9370651245117188, 0.03390812873840332] and parameters: {'n_units_1': 37, 'n_units_2': 28, 'learning_rate': 0.0005182791382833605}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 421us/step
[I 2023-12-30 08:37:55,590] Trial 22 finished with values: [22.950685200584388, 18.297038474082946, 0.9719600677490234, 0.033873796463012695] and parameters: {'n_units_1': 88, 'n_units_2': 32, 'learning_rate': 0.0011177677276115474}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:37:56,852] Trial 23 finished with values: [254.88664606890373, 194.92009953320027, 1.0055100917816162, 0.25573110580444336] and parameters: {'n_units_1': 62, 'n_units_2': 97, 'learning_rate': 1.923122380778688e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 413us/step
[I 2023-12-30 08:37:57,840] Trial 24 finished with values: [255.24269307471522, 195.2640237826109, 0.9547750949859619, 0.03270101547241211] and parameters: {'n_units_1': 15, 'n_units_2': 85, 'learning_rate': 4.410045186080278e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 426us/step
[I 2023-12-30 08:37:58,880] Trial 25 finished with values: [222.25749636853297, 165.99113807201385, 1.0059587955474854, 0.03286242485046387] and parameters: {'n_units_1': 89, 'n_units_2': 54, 'learning_rate': 8.896616984880603e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 437us/step
[I 2023-12-30 08:37:59,968] Trial 26 finished with values: [13.028427748102123, 10.40209966659546, 1.0534160137176514, 0.034422874450683594] and parameters: {'n_units_1': 90, 'n_units_2': 94, 'learning_rate': 0.0023532420389803946}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 404us/step
[I 2023-12-30 08:38:00,965] Trial 27 finished with values: [256.9771669758444, 197.22432331874035, 0.962627649307251, 0.03308892250061035] and parameters: {'n_units_1': 58, 'n_units_2': 39, 'learning_rate': 1.1616461801153844e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 380us/step
[I 2023-12-30 08:38:01,956] Trial 28 finished with values: [24.99669031587824, 19.773269486427306, 0.9573159217834473, 0.03303194046020508] and parameters: {'n_units_1': 36, 'n_units_2': 54, 'learning_rate': 0.0012211235227110968}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:38:02,941] Trial 29 finished with values: [16.82578469386724, 13.129275195896625, 0.9505598545074463, 0.03373003005981445] and parameters: {'n_units_1': 29, 'n_units_2': 78, 'learning_rate': 0.0036313605634899025}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 409us/step
[I 2023-12-30 08:38:03,927] Trial 30 finished with values: [21.780666247720692, 16.938395560979842, 0.9523389339447021, 0.033296823501586914] and parameters: {'n_units_1': 22, 'n_units_2': 59, 'learning_rate': 0.002615809585269296}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:38:04,910] Trial 31 finished with values: [257.3119227700339, 197.6980585844349, 0.9485430717468262, 0.032901763916015625] and parameters: {'n_units_1': 17, 'n_units_2': 56, 'learning_rate': 1.3477553999339411e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:38:05,919] Trial 32 finished with values: [5.60303720862417, 4.602137795686722, 0.9751570224761963, 0.03313803672790527] and parameters: {'n_units_1': 59, 'n_units_2': 85, 'learning_rate': 0.007883228523520915}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 435us/step
[I 2023-12-30 08:38:06,903] Trial 33 finished with values: [255.87346777096212, 195.72415079772472, 0.9497640132904053, 0.033351898193359375] and parameters: {'n_units_1': 18, 'n_units_2': 96, 'learning_rate': 3.885426611466786e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 401us/step
[I 2023-12-30 08:38:07,899] Trial 34 finished with values: [67.75845810503671, 54.8109845495224, 0.9623298645019531, 0.033616065979003906] and parameters: {'n_units_1': 39, 'n_units_2': 100, 'learning_rate': 0.00021446567259623823}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:38:08,877] Trial 35 finished with values: [254.47699456372675, 194.7486815607548, 0.9441900253295898, 0.03313422203063965] and parameters: {'n_units_1': 41, 'n_units_2': 26, 'learning_rate': 3.578567217170384e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:38:09,854] Trial 36 finished with values: [19.35090091915837, 15.378992624282837, 0.9434788227081299, 0.03285384178161621] and parameters: {'n_units_1': 12, 'n_units_2': 75, 'learning_rate': 0.004953725804965506}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:38:10,857] Trial 37 finished with values: [30.86969899717728, 25.196697659492493, 0.9682459831237793, 0.03373384475708008] and parameters: {'n_units_1': 91, 'n_units_2': 32, 'learning_rate': 0.00029766109299141514}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 434us/step
[I 2023-12-30 08:38:11,862] Trial 38 finished with values: [21.462223974019647, 16.907105236053468, 0.970566987991333, 0.03368091583251953] and parameters: {'n_units_1': 29, 'n_units_2': 67, 'learning_rate': 0.0018388284115827289}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 437us/step
[I 2023-12-30 08:38:12,869] Trial 39 finished with values: [29.434111916663937, 23.71120970249176, 0.9714279174804688, 0.03467702865600586] and parameters: {'n_units_1': 35, 'n_units_2': 97, 'learning_rate': 0.0004794890163236311}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 404us/step
[I 2023-12-30 08:38:13,860] Trial 40 finished with values: [257.64168911767865, 197.99237778288312, 0.9568440914154053, 0.03304600715637207] and parameters: {'n_units_1': 29, 'n_units_2': 15, 'learning_rate': 1.2599476246244837e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 426us/step
[I 2023-12-30 08:38:14,899] Trial 41 finished with values: [137.82428498483674, 100.52259609222412, 1.0036537647247314, 0.034156084060668945] and parameters: {'n_units_1': 68, 'n_units_2': 44, 'learning_rate': 0.00018541080138285496}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:38:15,950] Trial 42 finished with values: [190.72481327740275, 139.34728578090667, 1.0174047946929932, 0.033467769622802734] and parameters: {'n_units_1': 21, 'n_units_2': 99, 'learning_rate': 0.0001615164837396604}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 391us/step
[I 2023-12-30 08:38:16,949] Trial 43 finished with values: [238.745746326616, 180.8513373374939, 0.9646100997924805, 0.03292989730834961] and parameters: {'n_units_1': 52, 'n_units_2': 10, 'learning_rate': 0.00013597083507959907}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:38:17,921] Trial 44 finished with values: [8.730266527819136, 6.604854919910431, 0.9390971660614014, 0.03284096717834473] and parameters: {'n_units_1': 60, 'n_units_2': 10, 'learning_rate': 0.006743495703858823}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 424us/step
[I 2023-12-30 08:38:19,121] Trial 45 finished with values: [6.4125319420066775, 5.204276995658875, 0.9665157794952393, 0.23250198364257812] and parameters: {'n_units_1': 84, 'n_units_2': 56, 'learning_rate': 0.0065721470515877605}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 418us/step
[I 2023-12-30 08:38:20,104] Trial 46 finished with values: [20.86950610739892, 16.331101922988893, 0.949962854385376, 0.03230118751525879] and parameters: {'n_units_1': 64, 'n_units_2': 46, 'learning_rate': 0.0016884888229620634}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 406us/step
[I 2023-12-30 08:38:21,104] Trial 47 finished with values: [121.60710295584443, 89.97181350708007, 0.9668169021606445, 0.032402753829956055] and parameters: {'n_units_1': 52, 'n_units_2': 78, 'learning_rate': 0.0001597748845898124}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 410us/step
[I 2023-12-30 08:38:22,084] Trial 48 finished with values: [16.39960295311487, 12.757352970838546, 0.946707010269165, 0.03291821479797363] and parameters: {'n_units_1': 32, 'n_units_2': 66, 'learning_rate': 0.003943080632191332}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:38:23,065] Trial 49 finished with values: [16.500860439102464, 12.944101012945175, 0.9470531940460205, 0.033212900161743164] and parameters: {'n_units_1': 17, 'n_units_2': 87, 'learning_rate': 0.005404666342641551}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 397us/step
[I 2023-12-30 08:38:24,050] Trial 50 finished with values: [6.031980977864674, 4.735092148780823, 0.9506340026855469, 0.033013105392456055] and parameters: {'n_units_1': 99, 'n_units_2': 13, 'learning_rate': 0.005404666342641551}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 402us/step
[I 2023-12-30 08:38:25,037] Trial 51 finished with values: [21.967284602330505, 17.618893542289733, 0.952599048614502, 0.033509016036987305] and parameters: {'n_units_1': 88, 'n_units_2': 32, 'learning_rate': 0.0011177677276115474}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 409us/step
[I 2023-12-30 08:38:26,021] Trial 52 finished with values: [8.602309493648828, 6.8779604268074035, 0.9503061771392822, 0.03336787223815918] and parameters: {'n_units_1': 90, 'n_units_2': 29, 'learning_rate': 0.003943080632191332}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 444us/step
[I 2023-12-30 08:38:27,016] Trial 53 finished with values: [238.84219108960954, 180.32004570960999, 0.9594039916992188, 0.03515195846557617] and parameters: {'n_units_1': 22, 'n_units_2': 90, 'learning_rate': 8.518380218206432e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:38:28,036] Trial 54 finished with values: [251.05035065657322, 190.69232914686202, 0.9849536418914795, 0.03351092338562012] and parameters: {'n_units_1': 62, 'n_units_2': 97, 'learning_rate': 3.885426611466786e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 416us/step
[I 2023-12-30 08:38:29,043] Trial 55 finished with values: [22.728254453313387, 17.71166494190693, 0.973945140838623, 0.03274083137512207] and parameters: {'n_units_1': 12, 'n_units_2': 44, 'learning_rate': 0.0035851012240257023}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 403us/step
[I 2023-12-30 08:38:30,045] Trial 56 finished with values: [22.852272905165965, 18.14482800960541, 0.9671659469604492, 0.03406405448913574] and parameters: {'n_units_1': 50, 'n_units_2': 78, 'learning_rate': 0.0010863386691512401}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 487us/step
[I 2023-12-30 08:38:31,028] Trial 57 finished with values: [255.6286465042887, 195.90604236401617, 0.9456768035888672, 0.036448001861572266] and parameters: {'n_units_1': 48, 'n_units_2': 19, 'learning_rate': 3.6041658296052424e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:38:32,076] Trial 58 finished with values: [21.366026347436627, 16.507308225631714, 1.014758825302124, 0.03300905227661133] and parameters: {'n_units_1': 73, 'n_units_2': 60, 'learning_rate': 0.0013989747943223714}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:38:33,090] Trial 59 finished with values: [254.36952857188032, 194.31500708401202, 0.9794259071350098, 0.0337979793548584] and parameters: {'n_units_1': 62, 'n_units_2': 97, 'learning_rate': 1.923122380778688e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:38:34,060] Trial 60 finished with values: [249.15247257394745, 190.1025459200144, 0.9358057975769043, 0.03286409378051758] and parameters: {'n_units_1': 29, 'n_units_2': 10, 'learning_rate': 0.00013597083507959907}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:38:35,073] Trial 61 finished with values: [244.04882476583776, 184.79527558088301, 0.9793610572814941, 0.032707929611206055] and parameters: {'n_units_1': 59, 'n_units_2': 66, 'learning_rate': 6.450621079179638e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 400us/step
[I 2023-12-30 08:38:36,076] Trial 62 finished with values: [62.41446129310524, 49.86645201683044, 0.9694399833679199, 0.03289508819580078] and parameters: {'n_units_1': 47, 'n_units_2': 85, 'learning_rate': 0.0002132137073999671}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 425us/step
[I 2023-12-30 08:38:37,107] Trial 63 finished with values: [251.08584386990836, 190.86557193875313, 0.9962730407714844, 0.034407854080200195] and parameters: {'n_units_1': 94, 'n_units_2': 59, 'learning_rate': 3.54044022806575e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 424us/step
[I 2023-12-30 08:38:38,186] Trial 64 finished with values: [256.24806633289774, 196.39856698334216, 1.044600009918213, 0.033926963806152344] and parameters: {'n_units_1': 98, 'n_units_2': 55, 'learning_rate': 1.4787058549211077e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 438us/step
[I 2023-12-30 08:38:39,201] Trial 65 finished with values: [27.341100353829777, 21.866058936119078, 0.9805319309234619, 0.0329737663269043] and parameters: {'n_units_1': 59, 'n_units_2': 85, 'learning_rate': 0.0004281576017267898}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 423us/step
[I 2023-12-30 08:38:40,213] Trial 66 finished with values: [14.143170277601756, 10.78632736325264, 0.9786891937255859, 0.03323173522949219] and parameters: {'n_units_1': 38, 'n_units_2': 30, 'learning_rate': 0.005517524099004246}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 410us/step
[I 2023-12-30 08:38:41,196] Trial 67 finished with values: [12.33830737271763, 9.703181675672532, 0.9485561847686768, 0.03357100486755371] and parameters: {'n_units_1': 32, 'n_units_2': 40, 'learning_rate': 0.005404666342641551}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 427us/step
[I 2023-12-30 08:38:42,191] Trial 68 finished with values: [256.7586166565347, 196.9410084150359, 0.9595539569854736, 0.034363746643066406] and parameters: {'n_units_1': 47, 'n_units_2': 54, 'learning_rate': 1.3477553999339411e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 577us/step
[I 2023-12-30 08:38:43,286] Trial 69 finished with values: [256.1283682783739, 196.24328980356455, 1.0395750999450684, 0.05320000648498535] and parameters: {'n_units_1': 90, 'n_units_2': 52, 'learning_rate': 1.2475675197986816e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 464us/step
[I 2023-12-30 08:38:44,463] Trial 70 finished with values: [23.87258078973015, 18.855862131118773, 1.1385750770568848, 0.0364689826965332] and parameters: {'n_units_1': 37, 'n_units_2': 26, 'learning_rate': 0.0016884888229620634}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 431us/step
[I 2023-12-30 08:38:45,971] Trial 71 finished with values: [255.5390296706863, 195.37568508803844, 1.4729011058807373, 0.03476977348327637] and parameters: {'n_units_1': 85, 'n_units_2': 74, 'learning_rate': 2.3343584664049745e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 608us/step
[I 2023-12-30 08:38:47,184] Trial 72 finished with values: [253.0137728224892, 193.17246935606002, 1.1717157363891602, 0.04027414321899414] and parameters: {'n_units_1': 39, 'n_units_2': 47, 'learning_rate': 4.622916632003143e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 737us/step
[I 2023-12-30 08:38:48,423] Trial 73 finished with values: [257.28071937081023, 197.6831969951233, 1.1957743167877197, 0.04156374931335449] and parameters: {'n_units_1': 29, 'n_units_2': 15, 'learning_rate': 1.2599476246244837e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 517us/step
[I 2023-12-30 08:38:49,615] Trial 74 finished with values: [40.64139459115412, 32.84328738212585, 1.1522727012634277, 0.0383758544921875] and parameters: {'n_units_1': 17, 'n_units_2': 56, 'learning_rate': 0.0003819354382100191}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 1ms/step
[I 2023-12-30 08:38:50,944] Trial 75 finished with values: [7.49855229361069, 5.6294765889644625, 1.2755179405212402, 0.0521240234375] and parameters: {'n_units_1': 60, 'n_units_2': 93, 'learning_rate': 0.006743495703858823}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 481us/step
[I 2023-12-30 08:38:52,180] Trial 76 finished with values: [29.35689110985782, 23.70049919128418, 1.188709020614624, 0.04608321189880371] and parameters: {'n_units_1': 35, 'n_units_2': 97, 'learning_rate': 0.0004794890163236311}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 433us/step
[I 2023-12-30 08:38:53,518] Trial 77 finished with values: [249.0343708516875, 188.65134289979935, 1.3013689517974854, 0.03526806831359863] and parameters: {'n_units_1': 52, 'n_units_2': 55, 'learning_rate': 5.4211390565227485e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:38:54,607] Trial 78 finished with values: [22.85088035517125, 17.915962703227997, 1.0553820133209229, 0.03280377388000488] and parameters: {'n_units_1': 29, 'n_units_2': 67, 'learning_rate': 0.0018388284115827289}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 578us/step
[I 2023-12-30 08:38:55,718] Trial 79 finished with values: [25.369252762859443, 20.329804883003234, 1.0711581707000732, 0.03902482986450195] and parameters: {'n_units_1': 10, 'n_units_2': 59, 'learning_rate': 0.002615809585269296}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 398us/step
[I 2023-12-30 08:38:56,819] Trial 80 finished with values: [23.592179542337774, 18.88397433042526, 1.0670621395111084, 0.03296303749084473] and parameters: {'n_units_1': 29, 'n_units_2': 28, 'learning_rate': 0.0018388284115827289}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 399us/step
[I 2023-12-30 08:38:57,903] Trial 81 finished with values: [244.30219709058434, 184.7086428332329, 1.049699068069458, 0.03410005569458008] and parameters: {'n_units_1': 84, 'n_units_2': 85, 'learning_rate': 4.410045186080278e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 505us/step
[I 2023-12-30 08:38:58,945] Trial 82 finished with values: [256.80153620718016, 197.01929599653, 1.0070090293884277, 0.03404402732849121] and parameters: {'n_units_1': 75, 'n_units_2': 34, 'learning_rate': 1.098758957102858e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 442us/step
[I 2023-12-30 08:38:59,981] Trial 83 finished with values: [14.765240243367783, 11.683005107045174, 0.999521017074585, 0.03541088104248047] and parameters: {'n_units_1': 22, 'n_units_2': 30, 'learning_rate': 0.005517524099004246}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 419us/step
[I 2023-12-30 08:39:00,996] Trial 84 finished with values: [14.649820827868492, 11.553529563546181, 0.9798741340637207, 0.03407907485961914] and parameters: {'n_units_1': 55, 'n_units_2': 26, 'learning_rate': 0.004316343682322796}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 395us/step
[I 2023-12-30 08:39:02,016] Trial 85 finished with values: [19.280037588490327, 15.000125651359559, 0.9858241081237793, 0.03388524055480957] and parameters: {'n_units_1': 34, 'n_units_2': 20, 'learning_rate': 0.0034283184153768138}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 469us/step
[I 2023-12-30 08:39:03,100] Trial 86 finished with values: [257.40352848960606, 197.88539947007783, 1.0394392013549805, 0.04355883598327637] and parameters: {'n_units_1': 17, 'n_units_2': 23, 'learning_rate': 1.0862548542275808e-05}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 402us/step
[I 2023-12-30 08:39:04,188] Trial 87 finished with values: [8.80311369725183, 7.129648785591126, 1.0546019077301025, 0.032553911209106445] and parameters: {'n_units_1': 88, 'n_units_2': 66, 'learning_rate': 0.003943080632191332}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 408us/step
[I 2023-12-30 08:39:05,275] Trial 88 finished with values: [26.70297233297885, 21.44604583263397, 1.0528860092163086, 0.032872915267944336] and parameters: {'n_units_1': 90, 'n_units_2': 94, 'learning_rate': 0.00032520384974416624}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 502us/step
[I 2023-12-30 08:39:06,592] Trial 89 finished with values: [24.078336872907833, 19.109816870689393, 1.26715087890625, 0.049514055252075195] and parameters: {'n_units_1': 59, 'n_units_2': 85, 'learning_rate': 0.000820252437687421}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 653us/step
[I 2023-12-30 08:39:07,836] Trial 90 finished with values: [5.187508985929027, 4.094492747783661, 1.2006947994232178, 0.04131293296813965] and parameters: {'n_units_1': 59, 'n_units_2': 65, 'learning_rate': 0.007883228523520915}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 432us/step
[I 2023-12-30 08:39:08,997] Trial 91 finished with values: [144.19521703083686, 103.22226232528686, 1.1235101222991943, 0.03634786605834961] and parameters: {'n_units_1': 58, 'n_units_2': 85, 'learning_rate': 0.0001555573051613544}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 411us/step
[I 2023-12-30 08:39:10,057] Trial 92 finished with values: [33.00830038850699, 27.271377058029174, 1.0253190994262695, 0.03368496894836426] and parameters: {'n_units_1': 98, 'n_units_2': 83, 'learning_rate': 0.0002132137073999671}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 400us/step
[I 2023-12-30 08:39:11,048] Trial 93 finished with values: [11.582929893709846, 8.958648509979248, 0.9580838680267334, 0.03284001350402832] and parameters: {'n_units_1': 29, 'n_units_2': 43, 'learning_rate': 0.0065721470515877605}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 421us/step
[I 2023-12-30 08:39:12,086] Trial 94 finished with values: [29.238646452332333, 23.040267162322998, 1.002650260925293, 0.0338287353515625] and parameters: {'n_units_1': 97, 'n_units_2': 82, 'learning_rate': 0.0002708120975454904}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 406us/step
[I 2023-12-30 08:39:13,101] Trial 95 finished with values: [194.8880021092051, 143.49608296871185, 0.981022834777832, 0.03331255912780762] and parameters: {'n_units_1': 52, 'n_units_2': 82, 'learning_rate': 0.0001131785763224023}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 412us/step
[I 2023-12-30 08:39:14,077] Trial 96 finished with values: [26.984919927017817, 21.500177631378175, 0.941992998123169, 0.032855987548828125] and parameters: {'n_units_1': 20, 'n_units_2': 32, 'learning_rate': 0.0011177677276115474}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 404us/step
[I 2023-12-30 08:39:15,062] Trial 97 finished with values: [27.40177571347873, 21.704026741981508, 0.9512341022491455, 0.033841848373413086] and parameters: {'n_units_1': 60, 'n_units_2': 32, 'learning_rate': 0.0004704934288386214}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 414us/step
[I 2023-12-30 08:39:16,118] Trial 98 finished with values: [41.93779227174204, 34.08312047958374, 1.0209851264953613, 0.033555030822753906] and parameters: {'n_units_1': 83, 'n_units_2': 67, 'learning_rate': 0.0002132137073999671}.
WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.
7/7 [==============================] - 0s 391us/step
[I 2023-12-30 08:39:17,106] Trial 99 finished with values: [256.46211057220376, 196.349267129004, 0.9544088840484619, 0.0330810546875] and parameters: {'n_units_1': 18, 'n_units_2': 60, 'learning_rate': 3.885426611466786e-05}.
Best Lasso Params: {'alpha': 0.000833544273271815}
Best Lasso Alpha: 0.000833544273271815
Lasso RMSE: 0.00015816173620398247
Lasso MAE: 0.00012751851735658625
Lasso Training Time: 0.0013608932495117188
Lasso Testing Time: 0.0016448497772216797
Best Ridge Params: {'alpha': 5.1483044568434455e-05}
Best Ridge Alpha: 5.1483044568434455e-05
Ridge RMSE: 1.2510663282724594e-09
Ridge MAE: 9.56521504225094e-10
Ridge Training Time: 0.0005078315734863281
Ridge Testing Time: 0.0007829666137695312
Best Neural Network Params: {'n_units_1': 37, 'n_units_2': 28, 'learning_rate': 0.0005182791382833605}
Best Neural Network RMSE: 27.765057313325222
Best Neural Network MAE: 21.63554072380066
Neural Network Training Time: 0.9370651245117188
Neural Network Testing Time: 0.03390812873840332
# Print results for Lasso Regression
print(f"Optimized Lasso Regression RMSE: {lasso_rmse}")
print(f"Optimized Lasso Regression MAE: {lasso_mae}")
print(f"Best Lasso Hyperparameters: {best_lasso_params}")
print(f"Lasso Training Time: {lasso_training_time} seconds")
print(f"Lasso Testing Time: {lasso_testing_time} seconds")
print()
# Print results for Ridge Regression
print(f"Optimized Ridge Regression RMSE: {ridge_rmse}")
print(f"Optimized Ridge Regression MAE: {ridge_mae}")
print(f"Best Ridge Hyperparameters: {best_ridge_params}")
print(f"Ridge Training Time: {ridge_training_time} seconds")
print(f"Ridge Testing Time: {ridge_testing_time} seconds")
print()
# Print results for Neural Network
print(f"Optimized Neural Network RMSE: {best_nn_rmse}")
print(f"Optimized Neural Network MAE: {best_nn_mae}")
print(f"Best Neural Network Hyperparameters: {best_nn_params}")
print(f"Neural Network Training Time: {nn_training_time} seconds")
print(f"Neural Network Testing Time: {nn_testing_time} seconds")
Optimized Lasso Regression RMSE: 0.00015816173620398247
Optimized Lasso Regression MAE: 0.00012751851735658625
Best Lasso Hyperparameters: {'alpha': 0.000833544273271815}
Lasso Training Time: 0.0013608932495117188 seconds
Lasso Testing Time: 0.0016448497772216797 seconds
Optimized Ridge Regression RMSE: 1.2510663282724594e-09
Optimized Ridge Regression MAE: 9.56521504225094e-10
Best Ridge Hyperparameters: {'alpha': 5.1483044568434455e-05}
Ridge Training Time: 0.0005078315734863281 seconds
Ridge Testing Time: 0.0007829666137695312 seconds
Optimized Neural Network RMSE: 27.765057313325222
Optimized Neural Network MAE: 21.63554072380066
Best Neural Network Hyperparameters: {'n_units_1': 37, 'n_units_2': 28, 'learning_rate': 0.0005182791382833605}
Neural Network Training Time: 0.9370651245117188 seconds
Neural Network Testing Time: 0.03390812873840332 seconds
# Visualize optimization history for Lasso
plt.figure(figsize=(10, 5))
for objective in lasso_study.directions:
trials = lasso_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
objective_values = [trial.values[objective] for trial in trials]
plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)
plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Lasso Study')
plt.legend()
plt.show()
# Visualize optimization history for Ridge
plt.figure(figsize=(10, 5))
for objective in ridge_study.directions:
trials = ridge_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
objective_values = [trial.values[objective] for trial in trials]
plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)
plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Ridge Study')
plt.legend()
plt.show()
# Visualize optimization history for Neural Network
plt.figure(figsize=(10, 5))
for objective in nn_study.directions:
trials = nn_study.get_trials(deepcopy=False, states=[optuna.trial.TrialState.COMPLETE])
objective_values = [trial.values[objective] for trial in trials]
plt.plot(np.arange(len(objective_values)) + 1, objective_values, label=objective)
plt.xlabel('Number of Trials')
plt.ylabel('Objective Value')
plt.title('Optimization History - Neural Network Study')
plt.legend()
plt.show()
# PSO optimisation
import numpy as np
import pyswarms as ps
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
import time
# Assuming X and y are your features and target variable
# Replace these with your actual data
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Define the objective functions for optimization
# Lasso
def lasso_objective(params):
alpha = params[0][0] # Extract alpha from params
# Clip alpha to ensure it is within the acceptable range
alpha = np.clip(alpha, 0.0, np.inf)
lasso_model = Lasso(alpha=alpha)
lasso_model.fit(X_train, y_train)
y_pred = lasso_model.predict(X_test)
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
# Return the sum of RMSE and MAE as the overall performance
return rmse + mae
# Ridge Regression
def ridge_objective(params):
alpha = params[0][0] # Extract alpha from params
# Clip alpha to ensure it is within the acceptable range
alpha = np.clip(alpha, 0.0, np.inf)
ridge_model = Ridge(alpha=alpha)
ridge_model.fit(X_train, y_train)
y_pred = ridge_model.predict(X_test)
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
# Return the sum of RMSE and MAE as the overall performance
return rmse + mae
def nn_objective(params):
# Assuming params contains hyperparameters for the neural network
hidden_layer_sizes = tuple(np.maximum(params[0].astype(int), 1))
hidden_layer_sizes = tuple(int(size) for size in hidden_layer_sizes)
nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=1000)
nn_model.fit(X_train, y_train)
y_pred = nn_model.predict(X_test)
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
# Return the sum of RMSE and MAE as the overall performance
return rmse + mae
# Set up PSO options
options = {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
# Lasso Optimization
start_time = time.time()
dimensions_lasso = (1) # Only one parameter, alpha
center_lasso = [0.5] # Set the center as a scalar
optimizer_lasso = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_lasso, options=options, center=center_lasso)
best_params_lasso = optimizer_lasso.optimize(lasso_objective, iters=100)
lasso_training_time = time.time() - start_time
# Ridge Optimization
start_time = time.time()
dimensions_ridge = (1) # Only one parameter, alpha
center_ridge = [0.5] # Set the center as a scalar
optimizer_ridge = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_ridge, options=options, center=center_ridge)
best_params_ridge = optimizer_ridge.optimize(ridge_objective, iters=100)
ridge_training_time = time.time() - start_time
# Neural Network Optimization
start_time = time.time()
dimensions_nn = (3) # Example: Three hidden layers
center_nn = [0.5] # Set the center as a scalar
optimizer_nn = ps.single.GlobalBestPSO(n_particles=10, dimensions=dimensions_nn, options=options, center=center_nn)
best_params_nn = optimizer_nn.optimize(nn_objective, iters=100)
nn_training_time = time.time() - start_time
# Extract best hyperparameters
best_alpha_lasso = best_params_lasso[0]
best_alpha_ridge = best_params_ridge[0]
if hasattr(best_params_nn[0], '__iter__'):
best_hidden_layer_sizes_nn = tuple(max(1, int(param)) for param in best_params_nn[0])
else:
best_hidden_layer_sizes_nn = (max(1, int(best_params_nn[0])),)
# Train final models with best hyperparameters
start_time = time.time()
final_lasso_model = Lasso(alpha=best_alpha_lasso)
final_lasso_model.fit(X_train, y_train)
lasso_testing_time = time.time() - start_time
start_time = time.time()
final_ridge_model = Ridge(alpha=np.clip(best_alpha_ridge, 0.0, np.inf))
final_ridge_model.fit(X_train, y_train)
ridge_testing_time = time.time() - start_time
start_time = time.time()
final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, max_iter=1000)
final_nn_model.fit(X_train, y_train)
nn_testing_time = time.time() - start_time
# Evaluate final models on test set
y_pred_lasso = final_lasso_model.predict(X_test)
rmse_lasso, mae_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False), mean_absolute_error(y_test, y_pred_lasso)
y_pred_ridge = final_ridge_model.predict(X_test)
rmse_ridge, mae_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False), mean_absolute_error(y_test, y_pred_ridge)
y_pred_nn = final_nn_model.predict(X_test)
rmse_nn, mae_nn = mean_squared_error(y_test, y_pred_nn, squared=False), mean_absolute_error(y_test, y_pred_nn)
# Print results
print(f"Optimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {lasso_training_time:.4f} seconds")
print(f"Testing time for Lasso: {lasso_testing_time:.4f} seconds")
print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {ridge_training_time:.4f} seconds")
print(f"Testing time for Ridge: {ridge_testing_time:.4f} seconds")
print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {nn_training_time:.4f} seconds")
print(f"Testing time for Neural Network: {nn_testing_time:.4f} seconds")
2023-12-30 08:39:17,795 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████|100/100, best_cost=0.000291
2023-12-30 08:39:18,165 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 0.0002910831221491977, best pos: [0.02644065]
2023-12-30 08:39:18,169 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|███████████████████|100/100, best_cost=7.5e-14
2023-12-30 08:39:18,375 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 7.495241532995202e-14, best pos: [-0.07835082]
2023-12-30 08:39:18,379 - pyswarms.single.global_best - INFO - Optimize for 100 iters with {'c1': 0.5, 'c2': 0.3, 'w': 0.9}
pyswarms.single.global_best: 100%|██████████████████████|100/100, best_cost=1.78
2023-12-30 08:40:04,046 - pyswarms.single.global_best - INFO - Optimization finished | best cost: 1.7795664510366784, best pos: [0.53655398 1.45171559 0.82629599]
Optimal alpha for Lasso: 0.0002910831221491977 RMSE for Lasso on test set: 0.00046688392048485454 MAE for Lasso on test set: 0.00034570927003580554 Training time for Lasso: 0.3725 seconds Testing time for Lasso: 0.0017 seconds Optimal alpha for Ridge: 7.495241532995202e-14 RMSE for Ridge on test set: 4.4930211430477556e-14 MAE for Ridge on test set: 2.886912930932794e-14 Training time for Ridge: 0.2105 seconds Testing time for Ridge: 0.0009 seconds Optimal hidden layer sizes for Neural Network: (1,) RMSE for Neural Network on test set: 255.47658001067737 MAE for Neural Network on test set: 195.27426016642298 Training time for Neural Network: 45.6722 seconds Testing time for Neural Network: 0.2709 seconds
#DE optimisation
import time
import numpy as np
from sklearn.linear_model import Lasso, Ridge
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error, mean_absolute_error
from sklearn.model_selection import train_test_split
from scipy.optimize import differential_evolution
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Lasso
def lasso_objective(alpha_array):
alpha = np.clip(alpha_array[0], 0.0, np.inf)
lasso_model = Lasso(alpha=alpha)
start_time = time.time()
lasso_model.fit(X_train, y_train)
end_time = time.time()
training_time = end_time - start_time
start_time = time.time()
y_pred = lasso_model.predict(X_test)
end_time = time.time()
testing_time = end_time - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
print(f"Training time for Lasso: {training_time} seconds")
print(f"Testing time for Lasso: {testing_time} seconds")
print(f"RMSE for Lasso: {rmse}")
print(f"MAE for Lasso: {mae}")
return rmse
# Ridge
def ridge_objective(alpha):
alpha = np.clip(alpha, 0.0, np.inf)
ridge_model = Ridge(alpha=alpha)
start_time = time.time()
ridge_model.fit(X_train, y_train)
end_time = time.time()
training_time = end_time - start_time
start_time = time.time()
y_pred = ridge_model.predict(X_test)
end_time = time.time()
testing_time = end_time - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
print(f"Training time for Ridge: {training_time} seconds")
print(f"Testing time for Ridge: {testing_time} seconds")
print(f"RMSE for Ridge: {rmse}")
print(f"MAE for Ridge: {mae}")
return rmse
# Neural Network
def nn_objective(params):
hidden_layer_sizes = tuple(np.maximum(params.astype(int), 1))
nn_model = MLPRegressor(hidden_layer_sizes=hidden_layer_sizes, max_iter=100)
start_time = time.time()
nn_model.fit(X_train, y_train)
end_time = time.time()
training_time = end_time - start_time
start_time = time.time()
y_pred = nn_model.predict(X_test)
end_time = time.time()
testing_time = end_time - start_time
rmse = mean_squared_error(y_test, y_pred, squared=False)
mae = mean_absolute_error(y_test, y_pred)
print(f"Training time for Neural Network: {training_time} seconds")
print(f"Testing time for Neural Network: {testing_time} seconds")
print(f"RMSE for Neural Network: {rmse}")
print(f"MAE for Neural Network: {mae}")
return rmse
# Differential Evolution Optimization
result_lasso = differential_evolution(lasso_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_ridge = differential_evolution(ridge_objective, bounds=[(1e-5, 1e2)], maxiter=50)
result_nn = differential_evolution(nn_objective, bounds=[(10, 100), (10, 100), (1e-5, 1e-2)], maxiter=50)
# Extract best hyperparameters
best_alpha_lasso = np.clip(result_lasso.x[0], 0.0, np.inf)
best_alpha_ridge = np.clip(result_ridge.x[0], 0.0, np.inf)
best_hidden_layer_sizes_nn = tuple(np.maximum(result_nn.x[:2].astype(int), 1))
best_learning_rate_nn = result_nn.x[2]
# Train final models with best hyperparameters
final_lasso_model = Lasso(alpha=best_alpha_lasso)
start_time = time.time()
final_lasso_model.fit(X_train, y_train)
end_time = time.time()
training_time_lasso = end_time - start_time
final_ridge_model = Ridge(alpha=best_alpha_ridge)
start_time = time.time()
final_ridge_model.fit(X_train, y_train)
end_time = time.time()
training_time_ridge = end_time - start_time
final_nn_model = MLPRegressor(hidden_layer_sizes=best_hidden_layer_sizes_nn, learning_rate_init=best_learning_rate_nn, max_iter=1000)
start_time = time.time()
final_nn_model.fit(X_train, y_train)
end_time = time.time()
training_time_nn = end_time - start_time
# Evaluate final models on test set
start_time = time.time()
y_pred_lasso = final_lasso_model.predict(X_test)
end_time = time.time()
testing_time_lasso = end_time - start_time
rmse_lasso = mean_squared_error(y_test, y_pred_lasso, squared=False)
mae_lasso = mean_absolute_error(y_test, y_pred_lasso)
start_time = time.time()
y_pred_ridge = final_ridge_model.predict(X_test)
end_time = time.time()
testing_time_ridge = end_time - start_time
rmse_ridge = mean_squared_error(y_test, y_pred_ridge, squared=False)
mae_ridge = mean_absolute_error(y_test, y_pred_ridge)
start_time = time.time()
y_pred_nn = final_nn_model.predict(X_test)
end_time = time.time()
testing_time_nn = end_time - start_time
rmse_nn = mean_squared_error(y_test, y_pred_nn, squared=False)
mae_nn = mean_absolute_error(y_test, y_pred_nn)
# Print results
print(f"\nOptimal alpha for Lasso: {best_alpha_lasso}")
print(f"RMSE for Lasso on test set: {rmse_lasso}")
print(f"MAE for Lasso on test set: {mae_lasso}")
print(f"Training time for Lasso: {training_time_lasso} seconds")
print(f"Testing time for Lasso: {testing_time_lasso} seconds")
print(f"\nOptimal alpha for Ridge: {best_alpha_ridge}")
print(f"RMSE for Ridge on test set: {rmse_ridge}")
print(f"MAE for Ridge on test set: {mae_ridge}")
print(f"Training time for Ridge: {training_time_ridge} seconds")
print(f"Testing time for Ridge: {testing_time_ridge} seconds")
print(f"\nOptimal hidden layer sizes for Neural Network: {best_hidden_layer_sizes_nn}")
print(f"Optimal learning rate for Neural Network: {best_learning_rate_nn}")
print(f"RMSE for Neural Network on test set: {rmse_nn}")
print(f"MAE for Neural Network on test set: {mae_nn}")
print(f"Training time for Neural Network: {training_time_nn} seconds")
print(f"Testing time for Neural Network: {testing_time_nn} seconds")
Training time for Lasso: 0.0014243125915527344 seconds Testing time for Lasso: 0.0005521774291992188 seconds RMSE for Lasso: 0.5772088206549966 MAE for Lasso: 0.47707539909619134 Training time for Lasso: 0.0008089542388916016 seconds Testing time for Lasso: 0.00034618377685546875 seconds RMSE for Lasso: 0.4302747731129222 MAE for Lasso: 0.35563127547312434 Training time for Lasso: 0.0005948543548583984 seconds Testing time for Lasso: 0.00028705596923828125 seconds RMSE for Lasso: 0.2772370198673418 MAE for Lasso: 0.2291423089261935 Training time for Lasso: 0.0006530284881591797 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.14580083244678008 MAE for Lasso: 0.12050749718130392 Training time for Lasso: 0.0005590915679931641 seconds Testing time for Lasso: 0.0002918243408203125 seconds RMSE for Lasso: 0.5242628965919475 MAE for Lasso: 0.4333144638003151 Training time for Lasso: 0.0005619525909423828 seconds Testing time for Lasso: 0.00026297569274902344 seconds RMSE for Lasso: 0.5202920638643183 MAE for Lasso: 0.43003248587397436 Training time for Lasso: 0.0005838871002197266 seconds Testing time for Lasso: 0.00026607513427734375 seconds RMSE for Lasso: 0.06117102887276853 MAE for Lasso: 0.050559159819289726 Training time for Lasso: 0.0005447864532470703 seconds Testing time for Lasso: 0.00028324127197265625 seconds RMSE for Lasso: 0.16443409797521266 MAE for Lasso: 0.1359082884899931 Training time for Lasso: 0.0005199909210205078 seconds Testing time for Lasso: 0.0002617835998535156 seconds RMSE for Lasso: 0.33866022033870596 MAE for Lasso: 0.27990989394921933 Training time for Lasso: 0.0005190372467041016 seconds Testing time for Lasso: 0.0002620220184326172 seconds RMSE for Lasso: 0.3866530582620341 MAE for Lasso: 0.3195769979273747 Training time for Lasso: 0.0005292892456054688 seconds Testing time for Lasso: 0.00026488304138183594 seconds RMSE for Lasso: 0.31177665341111366 MAE for Lasso: 0.2576900525986383 Training time for Lasso: 0.0005509853363037109 seconds Testing time for Lasso: 0.00025916099548339844 seconds RMSE for Lasso: 0.08299558329584626 MAE for Lasso: 0.06859761945279892 Training time for Lasso: 0.0006120204925537109 seconds Testing time for Lasso: 0.0002677440643310547 seconds RMSE for Lasso: 0.026429962190419487 MAE for Lasso: 0.021844927362307115 Training time for Lasso: 0.0005192756652832031 seconds Testing time for Lasso: 0.0002608299255371094 seconds RMSE for Lasso: 0.4450282264887915 MAE for Lasso: 0.3678253193017518 Training time for Lasso: 0.0005230903625488281 seconds Testing time for Lasso: 0.0002579689025878906 seconds RMSE for Lasso: 0.20319204797582216 MAE for Lasso: 0.1679425606684897 Training time for Lasso: 0.0005538463592529297 seconds Testing time for Lasso: 0.00026535987854003906 seconds RMSE for Lasso: 0.21821126669294308 MAE for Lasso: 0.18035626521904127 Training time for Lasso: 0.000530242919921875 seconds Testing time for Lasso: 0.00026488304138183594 seconds RMSE for Lasso: 0.27661125218321436 MAE for Lasso: 0.2286250985909354 Training time for Lasso: 0.000576019287109375 seconds Testing time for Lasso: 0.0002658367156982422 seconds RMSE for Lasso: 0.050333893662643896 MAE for Lasso: 0.0416020364690891 Training time for Lasso: 0.0005922317504882812 seconds Testing time for Lasso: 0.0002810955047607422 seconds RMSE for Lasso: 0.3310189777330886 MAE for Lasso: 0.27359424398820953 Training time for Lasso: 0.0005609989166259766 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.5050639968650459 MAE for Lasso: 0.41744616376459076 Training time for Lasso: 0.0005879402160644531 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.3513796086257359 MAE for Lasso: 0.2904227396060296 Training time for Lasso: 0.0005331039428710938 seconds Testing time for Lasso: 0.00026488304138183594 seconds RMSE for Lasso: 0.2805068162688965 MAE for Lasso: 0.2318448653796166 Training time for Lasso: 0.0005230903625488281 seconds Testing time for Lasso: 0.00030612945556640625 seconds RMSE for Lasso: 0.45209078135256364 MAE for Lasso: 0.3736626715037663 Training time for Lasso: 0.0005390644073486328 seconds Testing time for Lasso: 0.0002620220184326172 seconds RMSE for Lasso: 0.22717071668952182 MAE for Lasso: 0.18776144169910602 Training time for Lasso: 0.0005609989166259766 seconds Testing time for Lasso: 0.0002620220184326172 seconds RMSE for Lasso: 0.08418766464453532 MAE for Lasso: 0.0695829001083033 Training time for Lasso: 0.0005438327789306641 seconds Testing time for Lasso: 0.00026702880859375 seconds RMSE for Lasso: 0.28100840827041607 MAE for Lasso: 0.23225944186519307 Training time for Lasso: 0.0005650520324707031 seconds Testing time for Lasso: 0.00026607513427734375 seconds RMSE for Lasso: 0.1607933891742557 MAE for Lasso: 0.13289916502885238 Training time for Lasso: 0.0007431507110595703 seconds Testing time for Lasso: 0.0002930164337158203 seconds RMSE for Lasso: 0.06516504420009096 MAE for Lasso: 0.05386029865863839 Training time for Lasso: 0.0006511211395263672 seconds Testing time for Lasso: 0.000270843505859375 seconds RMSE for Lasso: 0.014937912113286716 MAE for Lasso: 0.012346502908637189 Training time for Lasso: 0.0005869865417480469 seconds Testing time for Lasso: 0.0002658367156982422 seconds RMSE for Lasso: 0.08490263683943824 MAE for Lasso: 0.07017383987398373 Training time for Lasso: 0.0005891323089599609 seconds Testing time for Lasso: 0.0002639293670654297 seconds RMSE for Lasso: 0.05995338321758624 MAE for Lasso: 0.049552749719310805 Training time for Lasso: 0.0005340576171875 seconds Testing time for Lasso: 0.0002639293670654297 seconds RMSE for Lasso: 0.20962984001262758 MAE for Lasso: 0.17326353307111006 Training time for Lasso: 0.0005331039428710938 seconds Testing time for Lasso: 0.00026106834411621094 seconds RMSE for Lasso: 0.20093660512111053 MAE for Lasso: 0.16607838905234773 Training time for Lasso: 0.0006167888641357422 seconds Testing time for Lasso: 0.0002613067626953125 seconds RMSE for Lasso: 0.014066960246627137 MAE for Lasso: 0.011626642618032706 Training time for Lasso: 0.0007040500640869141 seconds Testing time for Lasso: 0.0003180503845214844 seconds RMSE for Lasso: 0.4144348346190262 MAE for Lasso: 0.34253922852543517 Training time for Lasso: 0.0006670951843261719 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.030883247080502507 MAE for Lasso: 0.025525662289079928 Training time for Lasso: 0.0005540847778320312 seconds Testing time for Lasso: 0.0002689361572265625 seconds RMSE for Lasso: 0.562355903500566 MAE for Lasso: 0.46479914633354175 Training time for Lasso: 0.0006787776947021484 seconds Testing time for Lasso: 0.0002620220184326172 seconds RMSE for Lasso: 0.005034372301364322 MAE for Lasso: 0.004161016063730399 Training time for Lasso: 0.000579833984375 seconds Testing time for Lasso: 0.0002751350402832031 seconds RMSE for Lasso: 0.04723298468591845 MAE for Lasso: 0.039039069073770215 Training time for Lasso: 0.0006339550018310547 seconds Testing time for Lasso: 0.0002651214599609375 seconds RMSE for Lasso: 0.019245295881682205 MAE for Lasso: 0.015906647447035963 Training time for Lasso: 0.0005412101745605469 seconds Testing time for Lasso: 0.0002739429473876953 seconds RMSE for Lasso: 0.14635848545022043 MAE for Lasso: 0.12096840928044697 Training time for Lasso: 0.0006070137023925781 seconds Testing time for Lasso: 0.0002589225769042969 seconds RMSE for Lasso: 0.03333478318957432 MAE for Lasso: 0.027551909161580516 Training time for Lasso: 0.0005240440368652344 seconds Testing time for Lasso: 0.00025916099548339844 seconds RMSE for Lasso: 0.25949280738110353 MAE for Lasso: 0.21447633891570014 Training time for Lasso: 0.0005099773406982422 seconds Testing time for Lasso: 0.00026702880859375 seconds RMSE for Lasso: 0.3915573144503015 MAE for Lasso: 0.323630470248941 Training time for Lasso: 0.000576019287109375 seconds Testing time for Lasso: 0.0002582073211669922 seconds RMSE for Lasso: 0.04236737113486281 MAE for Lasso: 0.03501753571590347 Training time for Lasso: 0.0005147457122802734 seconds Testing time for Lasso: 0.0002582073211669922 seconds RMSE for Lasso: 0.31623942432063273 MAE for Lasso: 0.2613786279227557 Training time for Lasso: 0.0006139278411865234 seconds Testing time for Lasso: 0.0002548694610595703 seconds RMSE for Lasso: 0.02150300274624319 MAE for Lasso: 0.017772690315598073 Training time for Lasso: 0.0005009174346923828 seconds Testing time for Lasso: 0.0002551078796386719 seconds RMSE for Lasso: 0.5060559602557824 MAE for Lasso: 0.41826604266038914 Training time for Lasso: 0.0005970001220703125 seconds Testing time for Lasso: 0.00026416778564453125 seconds RMSE for Lasso: 0.024520042988013826 MAE for Lasso: 0.02026633841299872 Training time for Lasso: 0.0006320476531982422 seconds Testing time for Lasso: 0.0002579689025878906 seconds RMSE for Lasso: 0.01275472313043716 MAE for Lasso: 0.010542050658389424 Training time for Lasso: 0.0005130767822265625 seconds Testing time for Lasso: 0.00025582313537597656 seconds RMSE for Lasso: 0.2762277325034907 MAE for Lasso: 0.2283081113971845 Training time for Lasso: 0.0006361007690429688 seconds Testing time for Lasso: 0.0002560615539550781 seconds RMSE for Lasso: 0.011175264018037402 MAE for Lasso: 0.009236594020446291 Training time for Lasso: 0.0005860328674316406 seconds Testing time for Lasso: 0.0002589225769042969 seconds RMSE for Lasso: 0.02546558628760935 MAE for Lasso: 0.02104785011357329 Training time for Lasso: 0.0007848739624023438 seconds Testing time for Lasso: 0.00025916099548339844 seconds RMSE for Lasso: 0.0006083353720371522 MAE for Lasso: 0.000502802157579929 Training time for Lasso: 0.0005550384521484375 seconds Testing time for Lasso: 0.00025773048400878906 seconds RMSE for Lasso: 0.0852339569890793 MAE for Lasso: 0.0704476830429777 Training time for Lasso: 0.00051116943359375 seconds Testing time for Lasso: 0.00026988983154296875 seconds RMSE for Lasso: 0.585544912670913 MAE for Lasso: 0.48396535691230197 Training time for Lasso: 0.0005950927734375 seconds Testing time for Lasso: 0.0002598762512207031 seconds RMSE for Lasso: 0.0442829873326875 MAE for Lasso: 0.03660083335341328 Training time for Lasso: 0.0005223751068115234 seconds Testing time for Lasso: 0.00025773048400878906 seconds RMSE for Lasso: 0.27625628171116273 MAE for Lasso: 0.22833170792613408 Training time for Lasso: 0.0006570816040039062 seconds Testing time for Lasso: 0.0002620220184326172 seconds RMSE for Lasso: 0.006964083826896233 MAE for Lasso: 0.00575596379016999 Training time for Lasso: 0.000518798828125 seconds Testing time for Lasso: 0.0002720355987548828 seconds RMSE for Lasso: 0.5033763425877036 MAE for Lasso: 0.416051281515589 Training time for Lasso: 0.0007007122039794922 seconds Testing time for Lasso: 0.0002808570861816406 seconds RMSE for Lasso: 0.0044530755277420574 MAE for Lasso: 0.0036805618843337197 Training time for Lasso: 0.0007259845733642578 seconds Testing time for Lasso: 0.0003070831298828125 seconds RMSE for Lasso: 0.0046720067151347884 MAE for Lasso: 0.003861513179360746 Training time for Lasso: 0.0008671283721923828 seconds Testing time for Lasso: 0.0003478527069091797 seconds RMSE for Lasso: 0.35574267769219625 MAE for Lasso: 0.2940289092307482 Training time for Lasso: 0.0007760524749755859 seconds Testing time for Lasso: 0.00037980079650878906 seconds RMSE for Lasso: 0.18910791901130342 MAE for Lasso: 0.15630172773900397 Training time for Lasso: 0.0006570816040039062 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.39432455596740557 MAE for Lasso: 0.32591765437351233 Training time for Lasso: 0.0007600784301757812 seconds Testing time for Lasso: 0.0003058910369873047 seconds RMSE for Lasso: 0.005596081529604893 MAE for Lasso: 0.004625280719173196 Training time for Lasso: 0.0005457401275634766 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.5755366641695371 MAE for Lasso: 0.4756933261026676 Training time for Lasso: 0.0007510185241699219 seconds Testing time for Lasso: 0.00028705596923828125 seconds RMSE for Lasso: 0.003731104641264173 MAE for Lasso: 0.003083837550820421 Training time for Lasso: 0.0006048679351806641 seconds Testing time for Lasso: 0.0002791881561279297 seconds RMSE for Lasso: 0.1415237088061661 MAE for Lasso: 0.11697236328381103 Training time for Lasso: 0.0007517337799072266 seconds Testing time for Lasso: 0.00029587745666503906 seconds RMSE for Lasso: 0.0076247858637355035 MAE for Lasso: 0.006302048112913188 Training time for Lasso: 0.0005850791931152344 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.3229377929560711 MAE for Lasso: 0.26691497244088297 Training time for Lasso: 0.0006101131439208984 seconds Testing time for Lasso: 0.0003578662872314453 seconds RMSE for Lasso: 0.47538494913534746 MAE for Lasso: 0.3929157979181792 Training time for Lasso: 0.0011050701141357422 seconds Testing time for Lasso: 0.0005688667297363281 seconds RMSE for Lasso: 0.5107781143482026 MAE for Lasso: 0.42216900371645605 Training time for Lasso: 0.0006656646728515625 seconds Testing time for Lasso: 0.0002970695495605469 seconds RMSE for Lasso: 0.23872482693005592 MAE for Lasso: 0.1973111602012368 Training time for Lasso: 0.0010197162628173828 seconds Testing time for Lasso: 0.0002791881561279297 seconds RMSE for Lasso: 0.0003402709105360059 MAE for Lasso: 0.0002737701909335932 Training time for Lasso: 0.0009868144989013672 seconds Testing time for Lasso: 0.0003292560577392578 seconds RMSE for Lasso: 0.0326180662846387 MAE for Lasso: 0.026959527355855696 Training time for Lasso: 0.000614166259765625 seconds Testing time for Lasso: 0.0002818107604980469 seconds RMSE for Lasso: 0.11911159161832693 MAE for Lasso: 0.09844827049561122 Training time for Lasso: 0.0009958744049072266 seconds Testing time for Lasso: 0.0003209114074707031 seconds RMSE for Lasso: 0.5375720507280062 MAE for Lasso: 0.44431476350794413 Training time for Lasso: 0.0007002353668212891 seconds Testing time for Lasso: 0.0002827644348144531 seconds RMSE for Lasso: 0.012750663917527025 MAE for Lasso: 0.010538695632360637 Training time for Lasso: 0.0006148815155029297 seconds Testing time for Lasso: 0.0002989768981933594 seconds RMSE for Lasso: 0.22487971978264512 MAE for Lasso: 0.18586788390067313 Training time for Lasso: 0.0006520748138427734 seconds Testing time for Lasso: 0.0002849102020263672 seconds RMSE for Lasso: 0.028618104524389124 MAE for Lasso: 0.02365347366288695 Training time for Lasso: 0.0006198883056640625 seconds Testing time for Lasso: 0.0002760887145996094 seconds RMSE for Lasso: 0.04270486267035382 MAE for Lasso: 0.03529647966690717 Training time for Lasso: 0.0005528926849365234 seconds Testing time for Lasso: 0.00027632713317871094 seconds RMSE for Lasso: 0.5652424900402867 MAE for Lasso: 0.4671849716643141 Training time for Lasso: 0.0006749629974365234 seconds Testing time for Lasso: 0.0003368854522705078 seconds RMSE for Lasso: 0.1376075755311474 MAE for Lasso: 0.11373559562150672 Training time for Lasso: 0.0008192062377929688 seconds Testing time for Lasso: 0.0003008842468261719 seconds RMSE for Lasso: 0.00279451471737543 MAE for Lasso: 0.002309726006198347 Training time for Lasso: 0.0007929801940917969 seconds Testing time for Lasso: 0.0002789497375488281 seconds RMSE for Lasso: 0.001675758417107312 MAE for Lasso: 0.001385050066845608 Training time for Lasso: 0.0006840229034423828 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.008565845536010436 MAE for Lasso: 0.007079853999896677 Training time for Lasso: 0.0007371902465820312 seconds Testing time for Lasso: 0.0002810955047607422 seconds RMSE for Lasso: 0.003598506031081791 MAE for Lasso: 0.0029742419718785974 Training time for Lasso: 0.0007460117340087891 seconds Testing time for Lasso: 0.0002799034118652344 seconds RMSE for Lasso: 0.0026999078748236355 MAE for Lasso: 0.0022315314333589886 Training time for Lasso: 0.0017931461334228516 seconds Testing time for Lasso: 0.0004458427429199219 seconds RMSE for Lasso: 0.0016697804279344486 MAE for Lasso: 0.0013801091313133417 Training time for Lasso: 0.0011792182922363281 seconds Testing time for Lasso: 0.00031876564025878906 seconds RMSE for Lasso: 0.0011501555111073669 MAE for Lasso: 0.0009506280566879588 Training time for Lasso: 0.0005970001220703125 seconds Testing time for Lasso: 0.0002911090850830078 seconds RMSE for Lasso: 0.28219407712901917 MAE for Lasso: 0.23323942246090112 Training time for Lasso: 0.0010290145874023438 seconds Testing time for Lasso: 0.00030994415283203125 seconds RMSE for Lasso: 0.005220591141234132 MAE for Lasso: 0.004314929905948252 Training time for Lasso: 0.0006048679351806641 seconds Testing time for Lasso: 0.0002841949462890625 seconds RMSE for Lasso: 0.3518864649855111 MAE for Lasso: 0.29084166719595783 Training time for Lasso: 0.0008590221405029297 seconds Testing time for Lasso: 0.00031304359436035156 seconds RMSE for Lasso: 0.002904136916736335 MAE for Lasso: 0.0024003310916325227 Training time for Lasso: 0.0005950927734375 seconds Testing time for Lasso: 0.00026607513427734375 seconds RMSE for Lasso: 0.05214656108882837 MAE for Lasso: 0.04310024475148516 Training time for Lasso: 0.0007407665252685547 seconds Testing time for Lasso: 0.0002582073211669922 seconds RMSE for Lasso: 0.0011212157693551706 MAE for Lasso: 0.0009267087429989274 Training time for Lasso: 0.0005230903625488281 seconds Testing time for Lasso: 0.0002579689025878906 seconds RMSE for Lasso: 0.2609005433453948 MAE for Lasso: 0.21563986270978483 Training time for Lasso: 0.0005340576171875 seconds Testing time for Lasso: 0.0002589225769042969 seconds RMSE for Lasso: 0.38212864265159313 MAE for Lasso: 0.3158374719433862 Training time for Lasso: 0.0006668567657470703 seconds Testing time for Lasso: 0.0002579689025878906 seconds RMSE for Lasso: 0.0035834811879727245 MAE for Lasso: 0.002961823618643857 Training time for Lasso: 0.0008089542388916016 seconds Testing time for Lasso: 0.0002849102020263672 seconds RMSE for Lasso: 0.0011212157693551706 MAE for Lasso: 0.0009267087429989274 Training time for Lasso: 0.0007307529449462891 seconds Testing time for Lasso: 0.000263214111328125 seconds RMSE for Lasso: 0.0018560674052378015 MAE for Lasso: 0.0015340792905715439 Training time for Lasso: 0.0006909370422363281 seconds Testing time for Lasso: 0.0002899169921875 seconds RMSE for Lasso: 0.002904136916736335 MAE for Lasso: 0.0024003310916325227 Training time for Lasso: 0.0005228519439697266 seconds Testing time for Lasso: 0.0002608299255371094 seconds RMSE for Lasso: 0.37177672487632235 MAE for Lasso: 0.3072813911502256 Training time for Lasso: 0.0005087852478027344 seconds Testing time for Lasso: 0.0002570152282714844 seconds RMSE for Lasso: 0.5191914347710289 MAE for Lasso: 0.4291227924577482 Training time for Lasso: 0.0005450248718261719 seconds Testing time for Lasso: 0.0002579689025878906 seconds RMSE for Lasso: 0.24721590914838845 MAE for Lasso: 0.20432922072476195 Training time for Lasso: 0.0007648468017578125 seconds Testing time for Lasso: 0.0002608299255371094 seconds RMSE for Lasso: 0.0006924273185192368 MAE for Lasso: 0.000572305944586593 Training time for Lasso: 0.0006167888641357422 seconds Testing time for Lasso: 0.0003762245178222656 seconds RMSE for Lasso: 0.19724618301681418 MAE for Lasso: 0.16302817648587437 Training time for Lasso: 0.0006072521209716797 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.3565923203079996 MAE for Lasso: 0.2947311569711133 Training time for Lasso: 0.0005970001220703125 seconds Testing time for Lasso: 0.00029087066650390625 seconds RMSE for Lasso: 0.07071668205625486 MAE for Lasso: 0.05844884573396094 Training time for Lasso: 0.0005440711975097656 seconds Testing time for Lasso: 0.00026988983154296875 seconds RMSE for Lasso: 0.2413737821437159 MAE for Lasso: 0.1995005781735955 Training time for Lasso: 0.0007359981536865234 seconds Testing time for Lasso: 0.0002586841583251953 seconds RMSE for Lasso: 0.0017369235685262571 MAE for Lasso: 0.0014356043688196585 Training time for Lasso: 0.0007848739624023438 seconds Testing time for Lasso: 0.00025916099548339844 seconds RMSE for Lasso: 0.0006924273185192368 MAE for Lasso: 0.000572305944586593 Training time for Lasso: 0.0005738735198974609 seconds Testing time for Lasso: 0.0002579689025878906 seconds RMSE for Lasso: 0.06037373539348721 MAE for Lasso: 0.049900179756591376 Training time for Lasso: 0.0006010532379150391 seconds Testing time for Lasso: 0.00027298927307128906 seconds RMSE for Lasso: 0.39729493898631685 MAE for Lasso: 0.3283727392812797 Training time for Lasso: 0.0005199909210205078 seconds Testing time for Lasso: 0.0002579689025878906 seconds RMSE for Lasso: 0.22228128838649813 MAE for Lasso: 0.18372022494089454 Training time for Lasso: 0.0007088184356689453 seconds Testing time for Lasso: 0.00025916099548339844 seconds RMSE for Lasso: 0.0020453409172219795 MAE for Lasso: 0.0016905178844344858 Training time for Lasso: 0.0005056858062744141 seconds Testing time for Lasso: 0.0002541542053222656 seconds RMSE for Lasso: 0.39467954240097636 MAE for Lasso: 0.3262110582308563 Training time for Lasso: 0.0005118846893310547 seconds Testing time for Lasso: 0.0002570152282714844 seconds RMSE for Lasso: 0.3049974597304919 MAE for Lasso: 0.2520869044571005 Training time for Lasso: 0.0006473064422607422 seconds Testing time for Lasso: 0.0002570152282714844 seconds RMSE for Lasso: 0.010672701758976052 MAE for Lasso: 0.00882121559632721 Training time for Lasso: 0.0005481243133544922 seconds Testing time for Lasso: 0.00027179718017578125 seconds RMSE for Lasso: 0.43198839459599725 MAE for Lasso: 0.3570476201714072 Training time for Lasso: 0.0007522106170654297 seconds Testing time for Lasso: 0.00026297569274902344 seconds RMSE for Lasso: 0.0021372675564488718 MAE for Lasso: 0.0017664972120687605 Training time for Lasso: 0.0005130767822265625 seconds Testing time for Lasso: 0.0002570152282714844 seconds RMSE for Lasso: 0.3064772673577777 MAE for Lasso: 0.253309997017558 Training time for Lasso: 0.0005140304565429688 seconds Testing time for Lasso: 0.0002551078796386719 seconds RMSE for Lasso: 0.39971790133327295 MAE for Lasso: 0.3303753693300619 Training time for Lasso: 0.0006351470947265625 seconds Testing time for Lasso: 0.0002582073211669922 seconds RMSE for Lasso: 0.007506140514991307 MAE for Lasso: 0.00620398520208971 Training time for Lasso: 0.0008132457733154297 seconds Testing time for Lasso: 0.00025391578674316406 seconds RMSE for Lasso: 0.00022230556385490724 MAE for Lasso: 0.00018374028913277883 Training time for Lasso: 0.0005269050598144531 seconds Testing time for Lasso: 0.0002548694610595703 seconds RMSE for Lasso: 0.28593245699674313 MAE for Lasso: 0.23632927314153115 Training time for Lasso: 0.0006999969482421875 seconds Testing time for Lasso: 0.0002551078796386719 seconds RMSE for Lasso: 0.0018466988806582056 MAE for Lasso: 0.001526336005226716 Training time for Lasso: 0.0008358955383300781 seconds Testing time for Lasso: 0.00036716461181640625 seconds RMSE for Lasso: 0.00022230556385490724 MAE for Lasso: 0.00018374028913277883 Training time for Lasso: 0.0005970001220703125 seconds Testing time for Lasso: 0.00028204917907714844 seconds RMSE for Lasso: 0.4464598567148982 MAE for Lasso: 0.3690085922127641 Training time for Lasso: 0.0006551742553710938 seconds Testing time for Lasso: 0.0002818107604980469 seconds RMSE for Lasso: 0.05193432411520169 MAE for Lasso: 0.042924826366886853 Training time for Lasso: 0.0008771419525146484 seconds Testing time for Lasso: 0.0002779960632324219 seconds RMSE for Lasso: 0.00022230556385490724 MAE for Lasso: 0.00018374028913277883 Training time for Lasso: 0.0009481906890869141 seconds Testing time for Lasso: 0.0003437995910644531 seconds RMSE for Lasso: 0.0006061217509265227 MAE for Lasso: 0.0005009725525199016 Training time for Lasso: 0.0005922317504882812 seconds Testing time for Lasso: 0.00035881996154785156 seconds RMSE for Lasso: 0.4197401592878352 MAE for Lasso: 0.3469241924988464 Training time for Lasso: 0.0007450580596923828 seconds Testing time for Lasso: 0.00035309791564941406 seconds RMSE for Lasso: 0.5268050096645752 MAE for Lasso: 0.4354155744647277 Training time for Lasso: 0.0008890628814697266 seconds Testing time for Lasso: 0.0002758502960205078 seconds RMSE for Lasso: 0.00022230556385490724 MAE for Lasso: 0.00018374028913277883 Training time for Lasso: 0.0005359649658203125 seconds Testing time for Lasso: 0.00026798248291015625 seconds RMSE for Lasso: 0.4176348124602482 MAE for Lasso: 0.3451840784498772 Training time for Lasso: 0.0005738735198974609 seconds Testing time for Lasso: 0.0002620220184326172 seconds RMSE for Lasso: 0.0547126041891648 MAE for Lasso: 0.04522113409410279 Training time for Lasso: 0.0005271434783935547 seconds Testing time for Lasso: 0.0004470348358154297 seconds RMSE for Lasso: 0.581445852748556 MAE for Lasso: 0.48057739647510517 Training time for Lasso: 0.0007307529449462891 seconds Testing time for Lasso: 0.00036716461181640625 seconds RMSE for Lasso: 0.15599372754734592 MAE for Lasso: 0.12893214234270317 Training time for Lasso: 0.0009839534759521484 seconds Testing time for Lasso: 0.00034499168395996094 seconds RMSE for Lasso: 0.0005554268793713945 MAE for Lasso: 0.0004590721601307501 Training time for Lasso: 0.0009889602661132812 seconds Testing time for Lasso: 0.0003688335418701172 seconds RMSE for Lasso: 0.0017118135745758328 MAE for Lasso: 0.0014148504233588055 Training time for Lasso: 0.0007228851318359375 seconds Testing time for Lasso: 0.00029206275939941406 seconds RMSE for Lasso: 0.009099714818421227 MAE for Lasso: 0.0075211083464263775 Training time for Lasso: 0.0009038448333740234 seconds Testing time for Lasso: 0.0004317760467529297 seconds RMSE for Lasso: 0.0005159119839546619 MAE for Lasso: 0.00042641225642295224 Training time for Lasso: 0.0009031295776367188 seconds Testing time for Lasso: 0.00031185150146484375 seconds RMSE for Lasso: 0.0008592600276488311 MAE for Lasso: 0.0007101967363447281 Training time for Lasso: 0.000644683837890625 seconds Testing time for Lasso: 0.0002892017364501953 seconds RMSE for Lasso: 0.1461291657829767 MAE for Lasso: 0.12077887168529132 Training time for Lasso: 0.0008511543273925781 seconds Testing time for Lasso: 0.0003027915954589844 seconds RMSE for Lasso: 0.25791461758846485 MAE for Lasso: 0.2131719313976025 Training time for Lasso: 0.0006561279296875 seconds Testing time for Lasso: 0.00029921531677246094 seconds RMSE for Lasso: 0.30730325261781105 MAE for Lasso: 0.2539926914488875 Training time for Lasso: 0.0008611679077148438 seconds Testing time for Lasso: 0.0002727508544921875 seconds RMSE for Lasso: 0.0004001070600689826 MAE for Lasso: 0.0003306970173275703 Training time for Lasso: 0.0008940696716308594 seconds Testing time for Lasso: 0.0002837181091308594 seconds RMSE for Lasso: 0.00036828452389949743 MAE for Lasso: 0.0003043950125704842 Training time for Lasso: 0.0014328956604003906 seconds Testing time for Lasso: 0.0008950233459472656 seconds RMSE for Lasso: 0.00041546688612085803 MAE for Lasso: 0.0003068210075314537 Training time for Lasso: 0.0015101432800292969 seconds Testing time for Lasso: 0.0005288124084472656 seconds RMSE for Lasso: 0.0008554124809254515 MAE for Lasso: 0.0007070166569291359 Training time for Lasso: 0.001583099365234375 seconds Testing time for Lasso: 0.0005619525909423828 seconds RMSE for Lasso: 0.0004681048699029991 MAE for Lasso: 0.00038689865719072404 Training time for Lasso: 0.0008561611175537109 seconds Testing time for Lasso: 0.0004439353942871094 seconds RMSE for Lasso: 0.06393301690372777 MAE for Lasso: 0.052842001825540726 Training time for Lasso: 0.0013010501861572266 seconds Testing time for Lasso: 0.0003230571746826172 seconds RMSE for Lasso: 0.0010589344057549785 MAE for Lasso: 0.0008483099380090153 Training time for Lasso: 0.0010371208190917969 seconds Testing time for Lasso: 0.0003867149353027344 seconds RMSE for Lasso: 0.0007151937044793024 MAE for Lasso: 0.0005911228480645136 Training time for Lasso: 0.0021088123321533203 seconds Testing time for Lasso: 0.0003521442413330078 seconds RMSE for Lasso: 0.0005224552604195867 MAE for Lasso: 0.0004139883710531456 Training time for Lasso: 0.0010809898376464844 seconds Testing time for Lasso: 0.00273895263671875 seconds RMSE for Lasso: 0.2219797973679842 MAE for Lasso: 0.1834710361848753 Training time for Lasso: 0.002541065216064453 seconds Testing time for Lasso: 0.0003871917724609375 seconds RMSE for Lasso: 0.0002166760621025117 MAE for Lasso: 0.00017908738588522154 Training time for Lasso: 0.0010259151458740234 seconds Testing time for Lasso: 0.0006389617919921875 seconds RMSE for Lasso: 0.0009341543282056784 MAE for Lasso: 0.0007433517783426291 Training time for Lasso: 0.0012938976287841797 seconds Testing time for Lasso: 0.0003261566162109375 seconds RMSE for Lasso: 0.0002761291951303426 MAE for Lasso: 0.00022229161767762685 Training time for Lasso: 0.0011088848114013672 seconds Testing time for Lasso: 0.00027680397033691406 seconds RMSE for Lasso: 0.0002761291951303426 MAE for Lasso: 0.00022229161767762685 Training time for Lasso: 0.0009968280792236328 seconds Testing time for Lasso: 0.0003120899200439453 seconds RMSE for Lasso: 0.0013719011012496684 MAE for Lasso: 0.0011045664320121474 Training time for Lasso: 0.0006070137023925781 seconds Testing time for Lasso: 0.0002911090850830078 seconds RMSE for Lasso: 0.2894479191182619 MAE for Lasso: 0.23923487755126444 Training time for Lasso: 0.001554250717163086 seconds Testing time for Lasso: 0.0004909038543701172 seconds RMSE for Lasso: 0.0005572014217871704 MAE for Lasso: 0.00043648334670842503 Training time for Lasso: 0.00078582763671875 seconds Testing time for Lasso: 0.00029587745666503906 seconds RMSE for Lasso: 0.011720688143392586 MAE for Lasso: 0.009687398691074395 Training time for Lasso: 0.000591278076171875 seconds Testing time for Lasso: 0.0002658367156982422 seconds RMSE for Lasso: 0.2973433009130285 MAE for Lasso: 0.2457605789715606 Training time for Lasso: 0.0006530284881591797 seconds Testing time for Lasso: 0.00026226043701171875 seconds RMSE for Lasso: 0.011921306934809495 MAE for Lasso: 0.009853214400324073 Training time for Lasso: 0.0005650520324707031 seconds Testing time for Lasso: 0.0002658367156982422 seconds RMSE for Lasso: 0.3015773900599377 MAE for Lasso: 0.24926014394230286 Training time for Lasso: 0.0008220672607421875 seconds Testing time for Lasso: 0.0002892017364501953 seconds RMSE for Lasso: 0.0004634306835451687 MAE for Lasso: 0.00038303534248562145 Training time for Lasso: 0.0014390945434570312 seconds Testing time for Lasso: 0.0008571147918701172 seconds RMSE for Lasso: 0.0001874554068246579 MAE for Lasso: 0.00015493589117960616 Training time for Lasso: 0.0009291172027587891 seconds Testing time for Lasso: 0.00029206275939941406 seconds RMSE for Lasso: 0.0003507194596529758 MAE for Lasso: 0.00028987711240386905 Training time for Lasso: 0.0005772113800048828 seconds Testing time for Lasso: 0.0003478527069091797 seconds RMSE for Lasso: 0.5158813952931844 MAE for Lasso: 0.4263869742435959 Training time for Lasso: 0.0025298595428466797 seconds Testing time for Lasso: 0.0010981559753417969 seconds RMSE for Lasso: 0.011573552996324012 MAE for Lasso: 0.009565788354407145 Training time for Lasso: 0.0011148452758789062 seconds Testing time for Lasso: 0.0003180503845214844 seconds RMSE for Lasso: 0.0003934367561970244 MAE for Lasso: 0.0003251838689317998 Training time for Lasso: 0.0007879734039306641 seconds Testing time for Lasso: 0.0003039836883544922 seconds RMSE for Lasso: 0.011259783927315711 MAE for Lasso: 0.009306451527829567 Training time for Lasso: 0.0005638599395751953 seconds Testing time for Lasso: 0.00028514862060546875 seconds RMSE for Lasso: 0.5386818749641019 MAE for Lasso: 0.4452320569057811 Training time for Lasso: 0.0010542869567871094 seconds Testing time for Lasso: 0.0004067420959472656 seconds RMSE for Lasso: 0.00025172647594980346 MAE for Lasso: 0.00020805730037451786 Training time for Lasso: 0.0006251335144042969 seconds Testing time for Lasso: 0.0002899169921875 seconds RMSE for Lasso: 0.2164144392503515 MAE for Lasso: 0.17887114902087375 Training time for Lasso: 0.0005507469177246094 seconds Testing time for Lasso: 0.000263214111328125 seconds RMSE for Lasso: 0.36164819668386855 MAE for Lasso: 0.29890994661098536 Training time for Lasso: 0.0008509159088134766 seconds Testing time for Lasso: 0.00028514862060546875 seconds RMSE for Lasso: 0.00016151567726603637 MAE for Lasso: 0.00013349615154212958 Training time for Lasso: 0.0008649826049804688 seconds Testing time for Lasso: 0.0002799034118652344 seconds RMSE for Lasso: 0.00019312943009438597 MAE for Lasso: 0.0001596255924019141 Training time for Lasso: 0.001043081283569336 seconds Testing time for Lasso: 0.00037288665771484375 seconds RMSE for Lasso: 0.00019312943009438597 MAE for Lasso: 0.0001596255924019141 Training time for Lasso: 0.0011031627655029297 seconds Testing time for Lasso: 0.0004570484161376953 seconds RMSE for Lasso: 0.0003331533102144445 MAE for Lasso: 0.0002753583152982486 Training time for Lasso: 0.0013241767883300781 seconds Testing time for Lasso: 0.0003876686096191406 seconds RMSE for Lasso: 0.001140368686740884 MAE for Lasso: 0.0009163191164574147 Training time for Lasso: 0.0007560253143310547 seconds Testing time for Lasso: 0.0003070831298828125 seconds RMSE for Lasso: 0.10086761434206773 MAE for Lasso: 0.08336923422881594 Training time for Lasso: 0.0009243488311767578 seconds Testing time for Lasso: 0.0002887248992919922 seconds RMSE for Lasso: 0.0009758310109872877 MAE for Lasso: 0.0007771309583792974 Training time for Lasso: 0.0014319419860839844 seconds Testing time for Lasso: 0.0004169940948486328 seconds RMSE for Lasso: 0.0005302860558840143 MAE for Lasso: 0.0004225257525360526 Training time for Lasso: 0.0006160736083984375 seconds Testing time for Lasso: 0.00027680397033691406 seconds RMSE for Lasso: 0.49250978696432907 MAE for Lasso: 0.40706984156645376 Training time for Lasso: 0.0008649826049804688 seconds Testing time for Lasso: 0.0002770423889160156 seconds RMSE for Lasso: 0.0003190415344034136 MAE for Lasso: 0.00026369463166522997 Training time for Lasso: 0.0006291866302490234 seconds Testing time for Lasso: 0.0003859996795654297 seconds RMSE for Lasso: 0.23115703252287675 MAE for Lasso: 0.1910562167424982 Training time for Lasso: 0.0009322166442871094 seconds Testing time for Lasso: 0.0003619194030761719 seconds RMSE for Lasso: 0.00024870690009258886 MAE for Lasso: 0.00020556155653489005 Training time for Lasso: 0.0017740726470947266 seconds Testing time for Lasso: 0.0009322166442871094 seconds RMSE for Lasso: 0.00027809570256313783 MAE for Lasso: 0.0002298520284868666 Training time for Lasso: 0.0008749961853027344 seconds Testing time for Lasso: 0.0007221698760986328 seconds RMSE for Lasso: 0.4488965830081683 MAE for Lasso: 0.3710225984566904 Training time for Lasso: 0.001194000244140625 seconds Testing time for Lasso: 0.0003790855407714844 seconds RMSE for Lasso: 0.00017281204629837073 MAE for Lasso: 0.00014141527259471488 Training time for Lasso: 0.0014619827270507812 seconds Testing time for Lasso: 0.0010380744934082031 seconds RMSE for Lasso: 0.0002837599892782172 MAE for Lasso: 0.00023453368224556791 Training time for Lasso: 0.0011751651763916016 seconds Testing time for Lasso: 0.0004928112030029297 seconds RMSE for Lasso: 0.0006589332178544326 MAE for Lasso: 0.0005218336580108407 Training time for Lasso: 0.0011630058288574219 seconds Testing time for Lasso: 0.000392913818359375 seconds RMSE for Lasso: 0.0006100085880686937 MAE for Lasso: 0.0004747953241998837 Training time for Lasso: 0.002338886260986328 seconds Testing time for Lasso: 0.0006968975067138672 seconds RMSE for Lasso: 0.0002135083539458107 MAE for Lasso: 0.0001689107035521409 Training time for Lasso: 0.0012362003326416016 seconds Testing time for Lasso: 0.00046062469482421875 seconds RMSE for Lasso: 0.0001646654714259022 MAE for Lasso: 0.0001360995235773421 Training time for Lasso: 0.001402139663696289 seconds Testing time for Lasso: 0.001898050308227539 seconds RMSE for Lasso: 0.0006624810578993699 MAE for Lasso: 0.0005300523444557992 Training time for Lasso: 0.0015561580657958984 seconds Testing time for Lasso: 0.0005598068237304688 seconds RMSE for Lasso: 0.0006230418140616656 MAE for Lasso: 0.0004926441580295749 Training time for Lasso: 0.0010638236999511719 seconds Testing time for Lasso: 0.00030112266540527344 seconds RMSE for Lasso: 0.0013751087872511242 MAE for Lasso: 0.0011054284232641276 Training time for Lasso: 0.0009431838989257812 seconds Testing time for Lasso: 0.00030803680419921875 seconds RMSE for Lasso: 0.00033060492328945343 MAE for Lasso: 0.0002459956721993239 Training time for Lasso: 0.0013003349304199219 seconds Testing time for Lasso: 0.00044798851013183594 seconds RMSE for Lasso: 0.0001656091017171801 MAE for Lasso: 0.00013687945414035175 Training time for Lasso: 0.0010809898376464844 seconds Testing time for Lasso: 0.0004191398620605469 seconds RMSE for Lasso: 0.0001811269311749032 MAE for Lasso: 0.00014970527110078625 Training time for Lasso: 0.0010037422180175781 seconds Testing time for Lasso: 0.0003330707550048828 seconds RMSE for Lasso: 0.0001815351311378962 MAE for Lasso: 0.00015004265707017407 Training time for Lasso: 0.0008919239044189453 seconds Testing time for Lasso: 0.0002739429473876953 seconds RMSE for Lasso: 0.0002932489230146737 MAE for Lasso: 0.00024237648832694858 Training time for Lasso: 0.000888824462890625 seconds Testing time for Lasso: 0.0004661083221435547 seconds RMSE for Lasso: 0.0001656091017171801 MAE for Lasso: 0.00013687945414035175 Training time for Lasso: 0.00115203857421875 seconds Testing time for Lasso: 0.00031280517578125 seconds RMSE for Lasso: 0.0007587830367252541 MAE for Lasso: 0.0006011100886286347 Training time for Lasso: 0.001024007797241211 seconds Testing time for Lasso: 0.0003540515899658203 seconds RMSE for Lasso: 0.0005202519246294535 MAE for Lasso: 0.00041937401608383774 Training time for Lasso: 0.0009362697601318359 seconds Testing time for Lasso: 0.0002808570861816406 seconds RMSE for Lasso: 0.000393180441502538 MAE for Lasso: 0.0003021704492737065 Training time for Lasso: 0.0009419918060302734 seconds Testing time for Lasso: 0.00034689903259277344 seconds RMSE for Lasso: 0.00027673281018144 MAE for Lasso: 0.00021101248239016268 Training time for Lasso: 0.0010609626770019531 seconds Testing time for Lasso: 0.0003719329833984375 seconds RMSE for Lasso: 0.0003330344372952789 MAE for Lasso: 0.00025725075314130707 Training time for Lasso: 0.0010461807250976562 seconds Testing time for Lasso: 0.0003299713134765625 seconds RMSE for Lasso: 0.0005297901336574457 MAE for Lasso: 0.00041424253896089945 Training time for Lasso: 0.001377105712890625 seconds Testing time for Lasso: 0.00044727325439453125 seconds RMSE for Lasso: 0.00017044726529635168 MAE for Lasso: 0.0001401804046453281 Training time for Lasso: 0.003676176071166992 seconds Testing time for Lasso: 0.0017251968383789062 seconds RMSE for Lasso: 0.0006266902279980358 MAE for Lasso: 0.0004907261683794206 Training time for Lasso: 0.001210927963256836 seconds Testing time for Lasso: 0.0003452301025390625 seconds RMSE for Lasso: 0.0006874508046476981 MAE for Lasso: 0.0005404363514355382 Training time for Lasso: 0.001035928726196289 seconds Testing time for Lasso: 0.0007979869842529297 seconds RMSE for Lasso: 0.0002361453797346982 MAE for Lasso: 0.00017506564828576932 Training time for Lasso: 0.001302957534790039 seconds Testing time for Lasso: 0.0003399848937988281 seconds RMSE for Lasso: 0.0014273018157777277 MAE for Lasso: 0.001148623552413337 Training time for Lasso: 0.0009567737579345703 seconds Testing time for Lasso: 0.00029015541076660156 seconds RMSE for Lasso: 0.00016151567726603637 MAE for Lasso: 0.00013349615154212958 Training time for Lasso: 0.0009238719940185547 seconds Testing time for Lasso: 0.0002701282501220703 seconds RMSE for Lasso: 0.00016558657507546225 MAE for Lasso: 0.00013686083539030336 Training time for Lasso: 0.0008628368377685547 seconds Testing time for Lasso: 0.0002601146697998047 seconds RMSE for Lasso: 0.00079595250735765 MAE for Lasso: 0.0006312492816318171 Training time for Lasso: 0.0009171962738037109 seconds Testing time for Lasso: 0.00031065940856933594 seconds RMSE for Lasso: 0.00017014966608739292 MAE for Lasso: 0.0001400230967292182 Training time for Lasso: 0.0009491443634033203 seconds Testing time for Lasso: 0.0002989768981933594 seconds RMSE for Lasso: 0.000531230157343419 MAE for Lasso: 0.00041541246749594586 Training time for Lasso: 0.0008862018585205078 seconds Testing time for Lasso: 0.0002777576446533203 seconds RMSE for Lasso: 0.00021628343733633767 MAE for Lasso: 0.00017876287314405714 Training time for Lasso: 0.0008661746978759766 seconds Testing time for Lasso: 0.00027680397033691406 seconds RMSE for Lasso: 0.0001638504427089391 MAE for Lasso: 0.0001354258849695178 Training time for Lasso: 0.0008769035339355469 seconds Testing time for Lasso: 0.0002570152282714844 seconds RMSE for Lasso: 0.00016448048005959093 MAE for Lasso: 0.0001359466242740781 Training time for Lasso: 0.000820159912109375 seconds Testing time for Lasso: 0.0002617835998535156 seconds RMSE for Lasso: 0.00041577552979727285 MAE for Lasso: 0.0003141966594423373 Training time for Lasso: 0.0009200572967529297 seconds Testing time for Lasso: 0.00031685829162597656 seconds RMSE for Lasso: 0.0005605902638562901 MAE for Lasso: 0.0004370384426243068 Training time for Lasso: 0.0011141300201416016 seconds Testing time for Lasso: 0.00028705596923828125 seconds RMSE for Lasso: 0.00016235226111293956 MAE for Lasso: 0.00013418760592686762 Training time for Lasso: 0.0008609294891357422 seconds Testing time for Lasso: 0.00031113624572753906 seconds RMSE for Lasso: 0.00016391309248605705 MAE for Lasso: 0.00013547766634361525 Training time for Lasso: 0.0010607242584228516 seconds Testing time for Lasso: 0.0002911090850830078 seconds RMSE for Lasso: 0.0001606957911688219 MAE for Lasso: 0.00013281849819536838 Training time for Lasso: 0.0008687973022460938 seconds Testing time for Lasso: 0.00032210350036621094 seconds RMSE for Lasso: 0.00023445476298905138 MAE for Lasso: 0.00017373195720119528 Training time for Lasso: 0.0009169578552246094 seconds Testing time for Lasso: 0.0002739429473876953 seconds RMSE for Lasso: 0.00017748965427566158 MAE for Lasso: 0.00014379323231167974 Training time for Lasso: 0.0008769035339355469 seconds Testing time for Lasso: 0.00031495094299316406 seconds RMSE for Lasso: 0.0003912545864557496 MAE for Lasso: 0.0002940449149516722 Training time for Lasso: 0.0009288787841796875 seconds Testing time for Lasso: 0.00028014183044433594 seconds RMSE for Lasso: 0.00023492125857043692 MAE for Lasso: 0.000174096494382755 Training time for Lasso: 0.0008730888366699219 seconds Testing time for Lasso: 0.00032806396484375 seconds RMSE for Lasso: 0.00016137855356155456 MAE for Lasso: 0.00013338281587114143 Training time for Lasso: 0.0009200572967529297 seconds Testing time for Lasso: 0.0002880096435546875 seconds RMSE for Lasso: 0.000163638292099001 MAE for Lasso: 0.00013525053796272334 Training time for Lasso: 0.0009191036224365234 seconds Testing time for Lasso: 0.0002696514129638672 seconds RMSE for Lasso: 0.00016085304649773326 MAE for Lasso: 0.00013294847308119472 Training time for Lasso: 0.0008437633514404297 seconds Testing time for Lasso: 0.0002560615539550781 seconds RMSE for Lasso: 0.0009212272906430815 MAE for Lasso: 0.0007346607586781995 Training time for Lasso: 0.0008308887481689453 seconds Testing time for Lasso: 0.00025200843811035156 seconds RMSE for Lasso: 0.0001613480471788628 MAE for Lasso: 0.000133357601698203 Training time for Lasso: 0.0008180141448974609 seconds Testing time for Lasso: 0.0002522468566894531 seconds RMSE for Lasso: 0.00016231539735596089 MAE for Lasso: 0.00013515537726600192 Training time for Lasso: 0.0008301734924316406 seconds Testing time for Lasso: 0.00026988983154296875 seconds RMSE for Lasso: 0.00016078852346639366 MAE for Lasso: 0.00013289514341346953 Training time for Lasso: 0.00084686279296875 seconds Testing time for Lasso: 0.00025916099548339844 seconds RMSE for Lasso: 0.00015953361938880918 MAE for Lasso: 0.0001318579384390317 Training time for Lasso: 0.0009002685546875 seconds Testing time for Lasso: 0.0002579689025878906 seconds RMSE for Lasso: 0.000160884159819566 MAE for Lasso: 0.00013297418889927527 Training time for Lasso: 0.0008518695831298828 seconds Testing time for Lasso: 0.00025916099548339844 seconds RMSE for Lasso: 0.0001602736269792805 MAE for Lasso: 0.0001324695704893619 Training time for Lasso: 0.0008320808410644531 seconds Testing time for Lasso: 0.00024890899658203125 seconds RMSE for Lasso: 0.00015915455675495497 MAE for Lasso: 0.00013200190495579744 Training time for Lasso: 0.0008211135864257812 seconds Testing time for Lasso: 0.00025272369384765625 seconds RMSE for Lasso: 0.00016100000700059383 MAE for Lasso: 0.00013306993906748277 Training time for Lasso: 0.000823974609375 seconds Testing time for Lasso: 0.0002529621124267578 seconds RMSE for Lasso: 0.00015913380632014953 MAE for Lasso: 0.00013215009698658298 Training time for Lasso: 0.0008411407470703125 seconds Testing time for Lasso: 0.0002601146697998047 seconds RMSE for Lasso: 0.00015946530516591412 MAE for Lasso: 0.00013180147527338648 Training time for Lasso: 0.0008938312530517578 seconds Testing time for Lasso: 0.00024509429931640625 seconds RMSE for Lasso: 0.00016074771713022473 MAE for Lasso: 0.00013286141611499548 Training time for Lasso: 0.0008180141448974609 seconds Testing time for Lasso: 0.00024890899658203125 seconds RMSE for Lasso: 0.00015936539596539116 MAE for Lasso: 0.00013171889819221016 Training time for Lasso: 0.0008320808410644531 seconds Testing time for Lasso: 0.0002491474151611328 seconds RMSE for Lasso: 0.00016005072002343293 MAE for Lasso: 0.00013228533313815348 Training time for Lasso: 0.0008261203765869141 seconds Testing time for Lasso: 0.00024700164794921875 seconds RMSE for Lasso: 0.0001591365646033028 MAE for Lasso: 0.00013220229661699225 Training time for Lasso: 0.0008549690246582031 seconds Testing time for Lasso: 0.0002548694610595703 seconds RMSE for Lasso: 0.00015913380632014953 MAE for Lasso: 0.00013215009698658298 Training time for Lasso: 0.0008959770202636719 seconds Testing time for Lasso: 0.0002980232238769531 seconds RMSE for Lasso: 0.00015913380605328577 MAE for Lasso: 0.0001321499663836434 Training time for Lasso: 0.0008981227874755859 seconds Testing time for Lasso: 0.0002529621124267578 seconds RMSE for Lasso: 0.00015924986255646124 MAE for Lasso: 0.00013180143376331665 Training time for Lasso: 0.0008339881896972656 seconds Testing time for Lasso: 0.0002491474151611328 seconds RMSE for Lasso: 0.00015924994987973417 MAE for Lasso: 0.0001318013031311538 Training time for Lasso: 0.0008451938629150391 seconds Testing time for Lasso: 0.00025081634521484375 seconds RMSE for Lasso: 0.00015913380468118206 MAE for Lasso: 0.00013214903282850022 Training time for Lasso: 0.0008449554443359375 seconds Testing time for Lasso: 0.0002682209014892578 seconds RMSE for Lasso: 0.00015913380479231433 MAE for Lasso: 0.00013214890230967891 Training time for Ridge: 0.0007300376892089844 seconds Testing time for Ridge: 0.0002758502960205078 seconds RMSE for Ridge: 0.0011839576532684738 MAE for Ridge: 0.0009048397569682465 Training time for Ridge: 0.0004658699035644531 seconds Testing time for Ridge: 0.0002791881561279297 seconds RMSE for Ridge: 0.0013812338990148608 MAE for Ridge: 0.0010554934816206984 Training time for Ridge: 0.00044798851013183594 seconds Testing time for Ridge: 0.0002548694610595703 seconds RMSE for Ridge: 0.002185818326487373 MAE for Ridge: 0.0016694580383963286 Training time for Ridge: 0.0004298686981201172 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0008403506382793158 MAE for Ridge: 0.0006423405568076091 Training time for Ridge: 0.0004360675811767578 seconds Testing time for Ridge: 0.00028514862060546875 seconds RMSE for Ridge: 0.002016560445676425 MAE for Ridge: 0.0015403597939313684 Training time for Ridge: 0.0004429817199707031 seconds Testing time for Ridge: 0.0002551078796386719 seconds RMSE for Ridge: 0.0003510556616706533 MAE for Ridge: 0.0002684044992962431 Training time for Ridge: 0.00043511390686035156 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.0015535842505280451 MAE for Ridge: 0.0011870839986978842 Training time for Ridge: 0.0007648468017578125 seconds Testing time for Ridge: 0.00043511390686035156 seconds RMSE for Ridge: 0.0009597788173176521 MAE for Ridge: 0.0007335926044630392 Training time for Ridge: 0.0005350112915039062 seconds Testing time for Ridge: 0.00028204917907714844 seconds RMSE for Ridge: 0.0007609324950117497 MAE for Ridge: 0.0005816534078312041 Training time for Ridge: 0.0005927085876464844 seconds Testing time for Ridge: 0.0003552436828613281 seconds RMSE for Ridge: 0.00015181473055506052 MAE for Ridge: 0.00011607942363876744 Training time for Ridge: 0.0008521080017089844 seconds Testing time for Ridge: 0.0005922317504882812 seconds RMSE for Ridge: 0.00047983533089664577 MAE for Ridge: 0.00036683565394411753 Training time for Ridge: 0.0005869865417480469 seconds Testing time for Ridge: 0.0002751350402832031 seconds RMSE for Ridge: 0.0018711442364720882 MAE for Ridge: 0.00142943258150801 Training time for Ridge: 0.0004661083221435547 seconds Testing time for Ridge: 0.0002741813659667969 seconds RMSE for Ridge: 0.0012888942685934316 MAE for Ridge: 0.0009849788396833281 Training time for Ridge: 0.0006392002105712891 seconds Testing time for Ridge: 0.0002980232238769531 seconds RMSE for Ridge: 0.0017779791637681712 MAE for Ridge: 0.0013583487838816522 Training time for Ridge: 0.00047016143798828125 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 0.00031895648962591074 MAE for Ridge: 0.0002438665924552774 Training time for Ridge: 0.0004642009735107422 seconds Testing time for Ridge: 0.0002770423889160156 seconds RMSE for Ridge: 0.00024802135514574107 MAE for Ridge: 0.0001896367555094447 Training time for Ridge: 0.0005748271942138672 seconds Testing time for Ridge: 0.0002570152282714844 seconds RMSE for Ridge: 0.000673393819143652 MAE for Ridge: 0.0005147542709866504 Training time for Ridge: 0.0005400180816650391 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.0011353288680312666 MAE for Ridge: 0.0008676978417135716 Training time for Ridge: 0.0005738735198974609 seconds Testing time for Ridge: 0.00030803680419921875 seconds RMSE for Ridge: 0.0005910216244011437 MAE for Ridge: 0.00045180107803530765 Training time for Ridge: 0.0004851818084716797 seconds Testing time for Ridge: 0.0002887248992919922 seconds RMSE for Ridge: 0.0016014674555924352 MAE for Ridge: 0.0012236359952030752 Training time for Ridge: 0.0008261203765869141 seconds Testing time for Ridge: 0.00034689903259277344 seconds RMSE for Ridge: 0.0013852185894486625 MAE for Ridge: 0.0010585362513412565 Training time for Ridge: 0.0005810260772705078 seconds Testing time for Ridge: 0.0002980232238769531 seconds RMSE for Ridge: 0.0005776149205093949 MAE for Ridge: 0.0004415570017853354 Training time for Ridge: 0.0006108283996582031 seconds Testing time for Ridge: 0.0002951622009277344 seconds RMSE for Ridge: 0.001674921440113459 MAE for Ridge: 0.001279701291633991 Training time for Ridge: 0.0006439685821533203 seconds Testing time for Ridge: 0.0003120899200439453 seconds RMSE for Ridge: 4.0633711578737186e-05 MAE for Ridge: 3.1068163136700466e-05 Training time for Ridge: 0.0008687973022460938 seconds Testing time for Ridge: 0.0005900859832763672 seconds RMSE for Ridge: 0.0008582329952882114 MAE for Ridge: 0.0006560048975611587 Training time for Ridge: 0.0013518333435058594 seconds Testing time for Ridge: 0.0005292892456054688 seconds RMSE for Ridge: 0.001023516000363367 MAE for Ridge: 0.0007822863820405379 Training time for Ridge: 0.0005743503570556641 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 0.0014668667201148545 MAE for Ridge: 0.0011208795362215175 Training time for Ridge: 0.0005419254302978516 seconds Testing time for Ridge: 0.0002970695495605469 seconds RMSE for Ridge: 0.0012796977711876435 MAE for Ridge: 0.0009779561163231621 Training time for Ridge: 0.0004799365997314453 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 0.0001376922545765022 MAE for Ridge: 0.0001052811954552002 Training time for Ridge: 0.00043511390686035156 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 0.0016178925339285092 MAE for Ridge: 0.0012361734555501336 Training time for Ridge: 0.000553131103515625 seconds Testing time for Ridge: 0.00028395652770996094 seconds RMSE for Ridge: 0.00025092137239943624 MAE for Ridge: 0.00019185391915252148 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.0002570152282714844 seconds RMSE for Ridge: 0.0020116956290159894 MAE for Ridge: 0.0015366485353476168 Training time for Ridge: 0.00043487548828125 seconds Testing time for Ridge: 0.0002741813659667969 seconds RMSE for Ridge: 2.1323067421831758e-05 MAE for Ridge: 1.630321030871018e-05 Training time for Ridge: 0.00045228004455566406 seconds Testing time for Ridge: 0.0002608299255371094 seconds RMSE for Ridge: 0.0007897877665035643 MAE for Ridge: 0.0006037037698297176 Training time for Ridge: 0.0004429817199707031 seconds Testing time for Ridge: 0.0002570152282714844 seconds RMSE for Ridge: 1.29593688909887e-05 MAE for Ridge: 9.90842086942667e-06 Training time for Ridge: 0.0004627704620361328 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0010638495086021343 MAE for Ridge: 0.0008130979421483408 Training time for Ridge: 0.00045609474182128906 seconds Testing time for Ridge: 0.00032401084899902344 seconds RMSE for Ridge: 0.0018472697304387626 MAE for Ridge: 0.0014112179548419446 Training time for Ridge: 0.0005018711090087891 seconds Testing time for Ridge: 0.0002779960632324219 seconds RMSE for Ridge: 0.0005833381499062414 MAE for Ridge: 0.00044593015956132854 Training time for Ridge: 0.0004820823669433594 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 0.0005104486793259659 MAE for Ridge: 0.0003902312745906722 Training time for Ridge: 0.00043272972106933594 seconds Testing time for Ridge: 0.0002551078796386719 seconds RMSE for Ridge: 0.0007144853117500648 MAE for Ridge: 0.0005461582149389099 Training time for Ridge: 0.00043082237243652344 seconds Testing time for Ridge: 0.00026226043701171875 seconds RMSE for Ridge: 3.22854950275019e-05 MAE for Ridge: 2.4685063970151243e-05 Training time for Ridge: 0.000431060791015625 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 0.0007019026800959593 MAE for Ridge: 0.0005365421658659985 Training time for Ridge: 0.0004291534423828125 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.00040408615406927834 MAE for Ridge: 0.00030894035286191835 Training time for Ridge: 0.0004360675811767578 seconds Testing time for Ridge: 0.0002627372741699219 seconds RMSE for Ridge: 0.00040408615406927834 MAE for Ridge: 0.00030894035286191835 Training time for Ridge: 0.0004210472106933594 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 0.0015303870915886646 MAE for Ridge: 0.0011693751339809466 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 2.62323322918341e-05 MAE for Ridge: 2.0056812384239285e-05 Training time for Ridge: 0.000446319580078125 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0003844218772963199 MAE for Ridge: 0.0002939096415577314 Training time for Ridge: 0.0004532337188720703 seconds Testing time for Ridge: 0.0002486705780029297 seconds RMSE for Ridge: 0.0009569591284468836 MAE for Ridge: 0.0007314383231011945 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0018242084558631015 MAE for Ridge: 0.0013936228938607742 Training time for Ridge: 0.0004260540008544922 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0019115372041740388 MAE for Ridge: 0.0014602475422597306 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 0.0004601557022680291 MAE for Ridge: 0.00035179521213563823 Training time for Ridge: 0.0004467964172363281 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0003405051777267874 MAE for Ridge: 0.0002603394190461583 Training time for Ridge: 0.00046324729919433594 seconds Testing time for Ridge: 0.00025582313537597656 seconds RMSE for Ridge: 0.0017375527120622293 MAE for Ridge: 0.001327499655549783 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0010323415723148533 MAE for Ridge: 0.0007890285667636709 Training time for Ridge: 0.0004277229309082031 seconds Testing time for Ridge: 0.00024819374084472656 seconds RMSE for Ridge: 0.0005655793376733152 MAE for Ridge: 0.00043236037619947653 Training time for Ridge: 0.00043892860412597656 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 0.0006968695181688238 MAE for Ridge: 0.000532695623679631 Training time for Ridge: 0.0004177093505859375 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0002467210951064124 MAE for Ridge: 0.00018864265900670474 Training time for Ridge: 0.00042128562927246094 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0002593323449603122 MAE for Ridge: 0.00019828435196372673 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 4.929512752063714e-06 MAE for Ridge: 3.768960510043273e-06 Training time for Ridge: 0.0004248619079589844 seconds Testing time for Ridge: 0.00025081634521484375 seconds RMSE for Ridge: 0.0007545579247240312 MAE for Ridge: 0.0005767820421542636 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.0002551078796386719 seconds RMSE for Ridge: 0.00015624897954608509 MAE for Ridge: 0.00011946988809756865 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 0.00020099321617008227 MAE for Ridge: 0.00015368103590809423 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0006362467051896453 MAE for Ridge: 0.00048636354891933855 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.0001413743042281988 MAE for Ridge: 0.00010809654692575665 Training time for Ridge: 0.000431060791015625 seconds Testing time for Ridge: 0.00025391578674316406 seconds RMSE for Ridge: 0.0004998358036355017 MAE for Ridge: 0.000382120752498315 Training time for Ridge: 0.0004172325134277344 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 0.0001850581048652814 MAE for Ridge: 0.00014149731072208516 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.0003506300779330916 MAE for Ridge: 0.00026807917401613256 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0008900111325977377 MAE for Ridge: 0.0006802866451379408 Training time for Ridge: 0.0004189014434814453 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 0.00018011062439090558 MAE for Ridge: 0.0001377145108671407 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.0002579689025878906 seconds RMSE for Ridge: 6.0908599543636715e-05 MAE for Ridge: 4.6570649456926236e-05 Training time for Ridge: 0.0004189014434814453 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0019073719910162063 MAE for Ridge: 0.0014570701123195185 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.001189196000038159 MAE for Ridge: 0.0009088405551617074 Training time for Ridge: 0.00042510032653808594 seconds Testing time for Ridge: 0.0002589225769042969 seconds RMSE for Ridge: 0.002031109769666869 MAE for Ridge: 0.0015514589139341006 Training time for Ridge: 0.00043010711669921875 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0008376951166711834 MAE for Ridge: 0.0006403114446652947 Training time for Ridge: 0.00041675567626953125 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.00021298661323206173 MAE for Ridge: 0.00016285086092985513 Training time for Ridge: 0.0004258155822753906 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 3.409640937648386e-05 MAE for Ridge: 2.6069696050498025e-05 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 0.0012773991970830602 MAE for Ridge: 0.0009762008388076792 Training time for Ridge: 0.0004260540008544922 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0014040060789975123 MAE for Ridge: 0.0010728823920792886 Training time for Ridge: 0.00043511390686035156 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 7.684477286173386e-05 MAE for Ridge: 5.8755804582362184e-05 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0013181153162962218 MAE for Ridge: 0.0010072925531454868 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0002349231323973767 MAE for Ridge: 0.00017962260978508394 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 0.0001469664665070451 MAE for Ridge: 0.0001123723884427441 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0001840642503442568 MAE for Ridge: 0.0001407374196930944 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 0.00017771355212225845 MAE for Ridge: 0.00013588172460259784 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0015127749921259892 MAE for Ridge: 0.0011559294504325602 Training time for Ridge: 0.000415802001953125 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 0.00021148410108554747 MAE for Ridge: 0.00016170208747283698 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0016278579350234347 MAE for Ridge: 0.0012437799786562276 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 5.306357533933001e-05 MAE for Ridge: 4.057220024812236e-05 Training time for Ridge: 0.00043201446533203125 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 7.026808010040053e-05 MAE for Ridge: 5.372710969294037e-05 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 1.9116107675313034e-05 MAE for Ridge: 1.4615786499523332e-05 Training time for Ridge: 0.00043082237243652344 seconds Testing time for Ridge: 0.0002522468566894531 seconds RMSE for Ridge: 0.0001237408991377824 MAE for Ridge: 9.461372939532308e-05 Training time for Ridge: 0.00042319297790527344 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 7.741617735040249e-06 MAE for Ridge: 5.919028021127426e-06 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 2.6459198761290848e-05 MAE for Ridge: 2.0230274030873518e-05 Training time for Ridge: 0.00042176246643066406 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0001439626461642662 MAE for Ridge: 0.00011007562928170844 Training time for Ridge: 0.00041413307189941406 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 3.319816382369544e-06 MAE for Ridge: 2.53823192991387e-06 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.000271264452964135 MAE for Ridge: 0.00020740667199350193 Training time for Ridge: 0.00042510032653808594 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 4.454303841722541e-05 MAE for Ridge: 3.4057275937393604e-05 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 5.114223977213705e-05 MAE for Ridge: 3.910311619821916e-05 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0018404261663048482 MAE for Ridge: 0.0014059966098227783 Training time for Ridge: 0.0004248619079589844 seconds Testing time for Ridge: 0.0002570152282714844 seconds RMSE for Ridge: 6.8470190435884825e-06 MAE for Ridge: 5.2350383646726506e-06 Training time for Ridge: 0.0004189014434814453 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 0.0014479040941674471 MAE for Ridge: 0.0011064011922767181 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00025177001953125 seconds RMSE for Ridge: 2.8076327276982256e-06 MAE for Ridge: 2.1466311598283825e-06 Training time for Ridge: 0.0004329681396484375 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 0.0013837361672294356 MAE for Ridge: 0.0010574042537046624 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024819374084472656 seconds RMSE for Ridge: 7.017303281664909e-06 MAE for Ridge: 5.365233713644502e-06 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0001062835011864202 MAE for Ridge: 8.126540067301513e-05 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.00012986103035916356 MAE for Ridge: 9.929330396224678e-05 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 0.0006314589200578722 MAE for Ridge: 0.00048270426608931663 Training time for Ridge: 0.00041675567626953125 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0017432353193786807 MAE for Ridge: 0.001331836163174258 Training time for Ridge: 0.00042510032653808594 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 3.971214846682709e-05 MAE for Ridge: 3.0363527668862967e-05 Training time for Ridge: 0.0004277229309082031 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 6.507403009728964e-06 MAE for Ridge: 4.975376000999621e-06 Training time for Ridge: 0.00041174888610839844 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0015016621128272076 MAE for Ridge: 0.0011474452798249336 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 1.1562043346912713e-05 MAE for Ridge: 8.840049211877866e-06 Training time for Ridge: 0.0004177093505859375 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 8.577554434054705e-06 MAE for Ridge: 6.5581669887782025e-06 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 6.564088968079944e-05 MAE for Ridge: 5.018905686543173e-05 Training time for Ridge: 0.0004258155822753906 seconds Testing time for Ridge: 0.00024437904357910156 seconds RMSE for Ridge: 8.577554434054705e-06 MAE for Ridge: 6.5581669887782025e-06 Training time for Ridge: 0.000431060791015625 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 0.00012431204362923405 MAE for Ridge: 9.505043836878891e-05 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 0.00013911741435177304 MAE for Ridge: 0.00010637089508101716 Training time for Ridge: 0.00041413307189941406 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0020370954645707864 MAE for Ridge: 0.001556025069832364 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0001384431234715554 MAE for Ridge: 0.00010585532175013013 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 4.413512613008929e-05 MAE for Ridge: 3.374538141985184e-05 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 1.5659047634253062e-05 MAE for Ridge: 1.197255634702188e-05 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 5.698352549261822e-05 MAE for Ridge: 4.356946261269479e-05 Training time for Ridge: 0.0004131793975830078 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 0.0007350425772663072 MAE for Ridge: 0.0005618684307944855 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 4.1899019959122835e-05 MAE for Ridge: 3.203563026808798e-05 Training time for Ridge: 0.0004291534423828125 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 4.152916800968779e-06 MAE for Ridge: 3.175196746982856e-06 Training time for Ridge: 0.0004210472106933594 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 0.00017151861352012149 MAE for Ridge: 0.0001311450963422822 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.954451936570824e-06 MAE for Ridge: 2.2588848527971272e-06 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 5.33727962304477e-05 MAE for Ridge: 4.080863568767579e-05 Training time for Ridge: 0.00041174888610839844 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 4.152916800968779e-06 MAE for Ridge: 3.175196746982856e-06 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.00020873468430065726 MAE for Ridge: 0.00015959996516249798 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.001884522534399617 MAE for Ridge: 0.0014396389071987725 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002522468566894531 seconds RMSE for Ridge: 3.0380712824794783e-05 MAE for Ridge: 2.322866304556137e-05 Training time for Ridge: 0.0004372596740722656 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 1.648043257891352e-06 MAE for Ridge: 1.2600433719245353e-06 Training time for Ridge: 0.0004291534423828125 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0006233028486607775 MAE for Ridge: 0.00047647057365377997 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 0.00014302871344803794 MAE for Ridge: 0.00010936153163816242 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00025081634521484375 seconds RMSE for Ridge: 9.168156517477707e-05 MAE for Ridge: 7.010038994517576e-05 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0015149850964739178 MAE for Ridge: 0.0011576167432938778 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00025916099548339844 seconds RMSE for Ridge: 4.2231135839304735e-07 MAE for Ridge: 3.2288612668462944e-07 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.00024318695068359375 seconds RMSE for Ridge: 0.00015756240795456106 MAE for Ridge: 0.00012047414463244865 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002453327178955078 seconds RMSE for Ridge: 0.0007126220900497073 MAE for Ridge: 0.0005447342902250773 Training time for Ridge: 0.0004131793975830078 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 6.1396601446878874e-06 MAE for Ridge: 4.694208698696745e-06 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.00016313310499225736 MAE for Ridge: 0.0001247335279377315 Training time for Ridge: 0.00042176246643066406 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 3.7902354925630594e-06 MAE for Ridge: 2.8979009039742376e-06 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.0002532005310058594 seconds RMSE for Ridge: 7.94557135821118e-08 MAE for Ridge: 6.07493594650954e-08 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 7.594163561098458e-07 MAE for Ridge: 5.806262163488008e-07 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 3.900937128851918e-06 MAE for Ridge: 2.9825402261041133e-06 Training time for Ridge: 0.00043272972106933594 seconds Testing time for Ridge: 0.0002532005310058594 seconds RMSE for Ridge: 7.173482464018255e-07 MAE for Ridge: 5.484622363893798e-07 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002486705780029297 seconds RMSE for Ridge: 9.032863441449009e-07 MAE for Ridge: 6.906248066140818e-07 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 0.0011110516341218118 MAE for Ridge: 0.0008491542119217799 Training time for Ridge: 0.0004227161407470703 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 6.495342687865884e-06 MAE for Ridge: 4.966154963332859e-06 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 6.193701271497411e-06 MAE for Ridge: 4.735527224001279e-06 Training time for Ridge: 0.0004210472106933594 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.000887447254589441 MAE for Ridge: 0.0006783276184743436 Training time for Ridge: 0.0004177093505859375 seconds Testing time for Ridge: 0.0002532005310058594 seconds RMSE for Ridge: 2.8268634291733637e-06 MAE for Ridge: 2.1613343919002494e-06 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 7.274398941701313e-07 MAE for Ridge: 5.561779982776738e-07 Training time for Ridge: 0.000431060791015625 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.00039530986532014046 MAE for Ridge: 0.0003022321151988494 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024175643920898438 seconds RMSE for Ridge: 0.0021652275464346484 MAE for Ridge: 0.0016537554612432782 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.1806496050431663e-06 MAE for Ridge: 1.6672582993726425e-06 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0003840065226670888 MAE for Ridge: 0.0002935921530639063 Training time for Ridge: 0.0004189014434814453 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 0.0001295615644204886 MAE for Ridge: 9.906432660720665e-05 Training time for Ridge: 0.00041675567626953125 seconds Testing time for Ridge: 0.0002532005310058594 seconds RMSE for Ridge: 0.001306086807290407 MAE for Ridge: 0.000998107291008653 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 4.404466449976024e-06 MAE for Ridge: 3.367524524983123e-06 Training time for Ridge: 0.00042891502380371094 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 3.1421154934648552e-06 MAE for Ridge: 2.4023669619710474e-06 Training time for Ridge: 0.00043702125549316406 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 0.00023335166114476835 MAE for Ridge: 0.00017842114265366195 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0016508422467445502 MAE for Ridge: 0.0012613232025569564 Training time for Ridge: 0.0004189014434814453 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0005593232989321556 MAE for Ridge: 0.0004275799304668748 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 2.9302949613537463e-06 MAE for Ridge: 2.240415129711737e-06 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 3.1038907432329426e-06 MAE for Ridge: 2.3731414251548787e-06 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0010188162845396539 MAE for Ridge: 0.0007786960576861723 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0003190040588378906 seconds RMSE for Ridge: 0.0017449221942988015 MAE for Ridge: 0.0013331234405759252 Training time for Ridge: 0.0004851818084716797 seconds Testing time for Ridge: 0.0002627372741699219 seconds RMSE for Ridge: 0.0006560111436461024 MAE for Ridge: 0.0005014692193224302 Training time for Ridge: 0.00048089027404785156 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 3.283556629347277e-07 MAE for Ridge: 2.51050512232176e-07 Training time for Ridge: 0.0004439353942871094 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 3.0658221329954032e-06 MAE for Ridge: 2.3440352656833864e-06 Training time for Ridge: 0.00043010711669921875 seconds Testing time for Ridge: 0.00027108192443847656 seconds RMSE for Ridge: 2.426141290369564e-06 MAE for Ridge: 1.8549539909784586e-06 Training time for Ridge: 0.00042510032653808594 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 0.001430810274897893 MAE for Ridge: 0.0010933493181930277 Training time for Ridge: 0.00041794776916503906 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0006853427607854906 MAE for Ridge: 0.0005238863346253109 Training time for Ridge: 0.0004279613494873047 seconds Testing time for Ridge: 0.0002570152282714844 seconds RMSE for Ridge: 0.0013228342558482646 MAE for Ridge: 0.0010108963718343433 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.00025391578674316406 seconds RMSE for Ridge: 5.6015757013206195e-06 MAE for Ridge: 4.28280265982739e-06 Training time for Ridge: 0.0004291534423828125 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 9.912610752441251e-07 MAE for Ridge: 7.578875967073628e-07 Training time for Ridge: 0.00042891502380371094 seconds Testing time for Ridge: 0.0002522468566894531 seconds RMSE for Ridge: 0.0012237110573776785 MAE for Ridge: 0.0009352006617755382 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 3.0396121140554406e-06 MAE for Ridge: 2.323995850166405e-06 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0002778025742867668 MAE for Ridge: 0.0002124051252873249 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 0.000549623756179776 MAE for Ridge: 0.0004201680772139993 Training time for Ridge: 0.0004107952117919922 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0009748923956840066 MAE for Ridge: 0.0007451394412884649 Training time for Ridge: 0.0004153251647949219 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 5.660857128457481e-06 MAE for Ridge: 4.328127755156563e-06 Training time for Ridge: 0.00043511390686035156 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 5.3013716106512175e-06 MAE for Ridge: 4.053274214158575e-06 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 8.560408179995905e-07 MAE for Ridge: 6.545023194060029e-07 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0014682690467300568 MAE for Ridge: 0.0011219502218964882 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 3.256303334216516e-07 MAE for Ridge: 2.489668113769827e-07 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0009441580726809369 MAE for Ridge: 0.0007216580317539168 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 2.263336153686085e-06 MAE for Ridge: 1.730477986672252e-06 Training time for Ridge: 0.0004291534423828125 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.000466161522502686 MAE for Ridge: 0.0003563853042271703 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 1.8326299746504215e-06 MAE for Ridge: 1.401172844806009e-06 Training time for Ridge: 0.0004131793975830078 seconds Testing time for Ridge: 0.0002486705780029297 seconds RMSE for Ridge: 3.461429393606376e-05 MAE for Ridge: 2.6465673053478468e-05 Training time for Ridge: 0.0004227161407470703 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.8712732434522436e-07 MAE for Ridge: 2.1952860426499577e-07 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 0.0010094201662752128 MAE for Ridge: 0.000771517866477146 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 1.263451725592708e-06 MAE for Ridge: 9.659962924923881e-07 Training time for Ridge: 0.00043392181396484375 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0007504891439987735 MAE for Ridge: 0.0005736727121149498 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 2.6526895594541977e-06 MAE for Ridge: 2.028166142212795e-06 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0006515802853164754 MAE for Ridge: 0.0004980828077398025 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 3.432147534591575e-07 MAE for Ridge: 2.624113088700586e-07 Training time for Ridge: 0.0004107952117919922 seconds Testing time for Ridge: 0.00025391578674316406 seconds RMSE for Ridge: 8.227565606484252e-05 MAE for Ridge: 6.29083922615925e-05 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 1.895116815599282e-06 MAE for Ridge: 1.4489484181967606e-06 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 2.5128928563188e-06 MAE for Ridge: 1.9212816857105964e-06 Training time for Ridge: 0.00040984153747558594 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 6.16287238091785e-07 MAE for Ridge: 4.7119409211759945e-07 Training time for Ridge: 0.0004100799560546875 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 3.7593455856636103e-07 MAE for Ridge: 2.874278631381788e-07 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 1.976160266351173e-06 MAE for Ridge: 1.5109118298362035e-06 Training time for Ridge: 0.00041222572326660156 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 1.2167678764453971e-06 MAE for Ridge: 9.303032353735752e-07 Training time for Ridge: 0.00040984153747558594 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 0.001232395288903099 MAE for Ridge: 0.0009418328187472269 Training time for Ridge: 0.00043272972106933594 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 0.0019934012088224256 MAE for Ridge: 0.0015226917934191343 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 1.1569774467570997e-06 MAE for Ridge: 8.845892876130357e-07 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 3.412510536442358e-08 MAE for Ridge: 2.6090989303506617e-08 Training time for Ridge: 0.0007271766662597656 seconds Testing time for Ridge: 0.0002810955047607422 seconds RMSE for Ridge: 2.5031314765285098e-08 MAE for Ridge: 1.9138158627862722e-08 Training time for Ridge: 0.0005450248718261719 seconds Testing time for Ridge: 0.000270843505859375 seconds RMSE for Ridge: 0.00197636286597524 MAE for Ridge: 0.0015096959748990791 Training time for Ridge: 0.0006730556488037109 seconds Testing time for Ridge: 0.0002789497375488281 seconds RMSE for Ridge: 0.0004279554291042191 MAE for Ridge: 0.00032718454091263836 Training time for Ridge: 0.00045180320739746094 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 6.7906004693711e-08 MAE for Ridge: 5.1918807545403566e-08 Training time for Ridge: 0.00043892860412597656 seconds Testing time for Ridge: 0.0002830028533935547 seconds RMSE for Ridge: 1.0450339435910085e-06 MAE for Ridge: 7.990006941616112e-07 Training time for Ridge: 0.00043010711669921875 seconds Testing time for Ridge: 0.00025582313537597656 seconds RMSE for Ridge: 1.4793458627885825e-06 MAE for Ridge: 1.1310624198779261e-06 Training time for Ridge: 0.00043582916259765625 seconds Testing time for Ridge: 0.00025916099548339844 seconds RMSE for Ridge: 7.632817716795583e-07 MAE for Ridge: 5.835815964427838e-07 Training time for Ridge: 0.00043320655822753906 seconds Testing time for Ridge: 0.000354766845703125 seconds RMSE for Ridge: 4.727754834889222e-07 MAE for Ridge: 3.614694366715909e-07 Training time for Ridge: 0.0004837512969970703 seconds Testing time for Ridge: 0.0002732276916503906 seconds RMSE for Ridge: 3.871131231989788e-07 MAE for Ridge: 2.95974645107e-07 Training time for Ridge: 0.00047707557678222656 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 1.2968942832019133e-06 MAE for Ridge: 9.915654543357632e-07 Training time for Ridge: 0.0005590915679931641 seconds Testing time for Ridge: 0.0002930164337158203 seconds RMSE for Ridge: 4.675805452119981e-07 MAE for Ridge: 3.574975492004473e-07 Training time for Ridge: 0.0004868507385253906 seconds Testing time for Ridge: 0.0002722740173339844 seconds RMSE for Ridge: 2.2257280889241322e-07 MAE for Ridge: 1.701722284463969e-07 Training time for Ridge: 0.0005078315734863281 seconds Testing time for Ridge: 0.00042819976806640625 seconds RMSE for Ridge: 0.001269759765020556 MAE for Ridge: 0.0009703670332872094 Training time for Ridge: 0.0005822181701660156 seconds Testing time for Ridge: 0.0002918243408203125 seconds RMSE for Ridge: 1.2142448965931515e-06 MAE for Ridge: 9.283742420129748e-07 Training time for Ridge: 0.00045990943908691406 seconds Testing time for Ridge: 0.00025916099548339844 seconds RMSE for Ridge: 4.791324444592181e-07 MAE for Ridge: 3.66329770491447e-07 Training time for Ridge: 0.00044918060302734375 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0017324628621077488 MAE for Ridge: 0.0013236154507509689 Training time for Ridge: 0.0004248619079589844 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 0.0013126389400282515 MAE for Ridge: 0.001003110486477662 Training time for Ridge: 0.00042176246643066406 seconds Testing time for Ridge: 0.00027108192443847656 seconds RMSE for Ridge: 0.0012983202760994295 MAE for Ridge: 0.0009921767115178548 Training time for Ridge: 0.0004601478576660156 seconds Testing time for Ridge: 0.00026869773864746094 seconds RMSE for Ridge: 0.001990976357022502 MAE for Ridge: 0.00152084201953243 Training time for Ridge: 0.00044989585876464844 seconds Testing time for Ridge: 0.0002551078796386719 seconds RMSE for Ridge: 0.00038334466703404235 MAE for Ridge: 0.0002930862438400339 Training time for Ridge: 0.0006823539733886719 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 0.0008342031242670344 MAE for Ridge: 0.0006376431659395421 Training time for Ridge: 0.0005660057067871094 seconds Testing time for Ridge: 0.0003311634063720703 seconds RMSE for Ridge: 3.4975178979602e-07 MAE for Ridge: 2.674093265397914e-07 Training time for Ridge: 0.0006122589111328125 seconds Testing time for Ridge: 0.00031304359436035156 seconds RMSE for Ridge: 1.6804049754900937e-07 MAE for Ridge: 1.284785195965199e-07 Training time for Ridge: 0.0004899501800537109 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 1.3430851349380682e-06 MAE for Ridge: 1.0268815865521752e-06 Training time for Ridge: 0.0004601478576660156 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 8.47208972977622e-08 MAE for Ridge: 6.477495262169342e-08 Training time for Ridge: 0.00047469139099121094 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 1.2375162558262027e-06 MAE for Ridge: 9.461668156562908e-07 Training time for Ridge: 0.0004508495330810547 seconds Testing time for Ridge: 0.0002560615539550781 seconds RMSE for Ridge: 1.525713420098216e-06 MAE for Ridge: 1.166513658121815e-06 Training time for Ridge: 0.0004489421844482422 seconds Testing time for Ridge: 0.0002770423889160156 seconds RMSE for Ridge: 0.000967699702772176 MAE for Ridge: 0.0007396442247857626 Training time for Ridge: 0.0005009174346923828 seconds Testing time for Ridge: 0.0003361701965332031 seconds RMSE for Ridge: 0.0009315746719780776 MAE for Ridge: 0.0007120438631200288 Training time for Ridge: 0.0005519390106201172 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0020524505179115387 MAE for Ridge: 0.0015677383213079444 Training time for Ridge: 0.0005261898040771484 seconds Testing time for Ridge: 0.0003008842468261719 seconds RMSE for Ridge: 0.0017684087299485321 MAE for Ridge: 0.001351045884089076 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002658367156982422 seconds RMSE for Ridge: 0.0015284029082703685 MAE for Ridge: 0.0011678603611249895 Training time for Ridge: 0.00044798851013183594 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 1.6612235247407186e-07 MAE for Ridge: 1.2701196840492202e-07 Training time for Ridge: 0.00043010711669921875 seconds Testing time for Ridge: 0.0002949237823486328 seconds RMSE for Ridge: 1.1187804695367998e-07 MAE for Ridge: 8.553845896930312e-08 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0017334678784268805 MAE for Ridge: 0.0013243824095260858 Training time for Ridge: 0.0004298686981201172 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0014578760730677121 MAE for Ridge: 0.0011140150561711859 Training time for Ridge: 0.000431060791015625 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 1.8052441492266578e-09 MAE for Ridge: 1.3802338683088778e-09 Training time for Ridge: 0.0004191398620605469 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 7.390778192163474e-07 MAE for Ridge: 5.650760001574273e-07 Training time for Ridge: 0.00043702125549316406 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.4140075033216407e-08 MAE for Ridge: 1.8456746510020494e-08 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.001382808697552411 MAE for Ridge: 0.0010566960239212376 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 2.9214042147064374e-08 MAE for Ridge: 2.2336142007084446e-08 Training time for Ridge: 0.000431060791015625 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 0.0008454984913041688 MAE for Ridge: 0.0006462741459244903 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0020457345987680018 MAE for Ridge: 0.0015626152838808382 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0017817747713209401 MAE for Ridge: 0.0013612450542482867 Training time for Ridge: 0.00043082237243652344 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.7225323466093267e-08 MAE for Ridge: 2.0815630177306588e-08 Training time for Ridge: 0.0004260540008544922 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 1.086477670393696e-07 MAE for Ridge: 8.306868678586988e-08 Training time for Ridge: 0.0004172325134277344 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 9.885967888258477e-07 MAE for Ridge: 7.55850567717431e-07 Training time for Ridge: 0.0004949569702148438 seconds Testing time for Ridge: 0.0002627372741699219 seconds RMSE for Ridge: 0.001293840606132817 MAE for Ridge: 0.0009887559677698066 Training time for Ridge: 0.00043892860412597656 seconds Testing time for Ridge: 0.00025391578674316406 seconds RMSE for Ridge: 5.9777736745245784e-05 MAE for Ridge: 4.5705969455686054e-05 Training time for Ridge: 0.00043129920959472656 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 1.051289274828599e-06 MAE for Ridge: 8.037833283025542e-07 Training time for Ridge: 0.0004360675811767578 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 0.0017841877525242222 MAE for Ridge: 0.0013630862882264994 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 0.00039781362543818373 MAE for Ridge: 0.0003041458977008016 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 2.2430338279014117e-08 MAE for Ridge: 1.7149534007332435e-08 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0011640878011641403 MAE for Ridge: 0.0008896638139254376 Training time for Ridge: 0.0004360675811767578 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 1.9219099393762694e-07 MAE for Ridge: 1.4694323901442986e-07 Training time for Ridge: 0.0004172325134277344 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 1.0113378479535876e-07 MAE for Ridge: 7.732373164759388e-08 Training time for Ridge: 0.0004172325134277344 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 1.0639415363620333e-06 MAE for Ridge: 8.134568595852265e-07 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.0002472400665283203 seconds RMSE for Ridge: 6.909989174370207e-09 MAE for Ridge: 5.283156301327807e-09 Training time for Ridge: 0.0004191398620605469 seconds Testing time for Ridge: 0.00025081634521484375 seconds RMSE for Ridge: 3.762362743167465e-09 MAE for Ridge: 2.876586838729267e-09 Training time for Ridge: 0.0004451274871826172 seconds Testing time for Ridge: 0.00025391578674316406 seconds RMSE for Ridge: 7.244354165675757e-08 MAE for Ridge: 5.538806658211826e-08 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 7.194496113180351e-07 MAE for Ridge: 5.50068873317322e-07 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0002582073211669922 seconds RMSE for Ridge: 0.0004990547739255243 MAE for Ridge: 0.00038152387134798296 Training time for Ridge: 0.0004241466522216797 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 2.1292718815693473e-08 MAE for Ridge: 1.6279739508684442e-08 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 1.2628114745331356e-06 MAE for Ridge: 9.65506770739255e-07 Training time for Ridge: 0.00043392181396484375 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.0021608908318741333 MAE for Ridge: 0.0016504481763118895 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0002002746593569354 MAE for Ridge: 0.00015313164326706042 Training time for Ridge: 0.000415802001953125 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.00020416078382795577 MAE for Ridge: 0.0001561028832136224 Training time for Ridge: 0.00041794776916503906 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 0.0014389659447570158 MAE for Ridge: 0.0010995765738873976 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.00040933291018499095 MAE for Ridge: 0.000312950711334653 Training time for Ridge: 0.0004143714904785156 seconds Testing time for Ridge: 0.00024175643920898438 seconds RMSE for Ridge: 5.454823832394238e-09 MAE for Ridge: 4.170587960539152e-09 Training time for Ridge: 0.0004177093505859375 seconds Testing time for Ridge: 0.0002570152282714844 seconds RMSE for Ridge: 0.0006129721282695109 MAE for Ridge: 0.000468574717214133 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.0002422332763671875 seconds RMSE for Ridge: 5.35674488221895e-10 MAE for Ridge: 4.0955950297849595e-10 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0015857923311394899 MAE for Ridge: 0.001211670627241438 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.00025773048400878906 seconds RMSE for Ridge: 1.2865546428654488e-06 MAE for Ridge: 9.836600834112196e-07 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0012922467590250142 MAE for Ridge: 0.0009875388757955982 Training time for Ridge: 0.0004100799560546875 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 1.4219514381428038e-09 MAE for Ridge: 1.0871789501987194e-09 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 1.4495316063498555e-06 MAE for Ridge: 1.1082673416684674e-06 Training time for Ridge: 0.00041222572326660156 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 2.363538406089102e-08 MAE for Ridge: 1.8070875108522344e-08 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 1.7983745655566481e-09 MAE for Ridge: 1.3749789029571246e-09 Training time for Ridge: 0.0004208087921142578 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 3.744861339051339e-09 MAE for Ridge: 2.8632019299923427e-09 Training time for Ridge: 0.0004177093505859375 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.00023205550765811173 MAE for Ridge: 0.0001774301677963397 Training time for Ridge: 0.00041222572326660156 seconds Testing time for Ridge: 0.00024271011352539062 seconds RMSE for Ridge: 1.9119248081630488e-08 MAE for Ridge: 1.4617976989983461e-08 Training time for Ridge: 0.00044226646423339844 seconds Testing time for Ridge: 0.00026798248291015625 seconds RMSE for Ridge: 6.029585899238149e-05 MAE for Ridge: 4.610213588277845e-05 Training time for Ridge: 0.0004322528839111328 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 2.1429625685497144e-08 MAE for Ridge: 1.6384420321591263e-08 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 2.6974324150751832e-09 MAE for Ridge: 2.062375827893703e-09 Training time for Ridge: 0.0004260540008544922 seconds Testing time for Ridge: 0.00024175643920898438 seconds RMSE for Ridge: 9.819678622722764e-07 MAE for Ridge: 7.507822889218918e-07 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00024127960205078125 seconds RMSE for Ridge: 0.002192933982249243 MAE for Ridge: 0.0016748842775802675 Training time for Ridge: 0.0004177093505859375 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 0.0008341694094378905 MAE for Ridge: 0.0006376174039254457 Training time for Ridge: 0.00044727325439453125 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 0.002187130716632765 MAE for Ridge: 0.001670458844480508 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00025773048400878906 seconds RMSE for Ridge: 3.1962815076486944e-09 MAE for Ridge: 2.443774663740683e-09 Training time for Ridge: 0.00040912628173828125 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 6.220266328251793e-10 MAE for Ridge: 4.7557968563261e-10 Training time for Ridge: 0.00041794776916503906 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 0.00018033749362035616 MAE for Ridge: 0.00013788797344339022 Training time for Ridge: 0.00041103363037109375 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0018553293476600505 MAE for Ridge: 0.0014173669989831783 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.001533117172637804 MAE for Ridge: 0.0011714593341811475 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 1.1475436717896156e-08 MAE for Ridge: 8.773757059765685e-09 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0021418907182209138 MAE for Ridge: 0.0016359578320493762 Training time for Ridge: 0.00041103363037109375 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 1.2540590940523216e-09 MAE for Ridge: 9.588117033665356e-10 Training time for Ridge: 0.0004382133483886719 seconds Testing time for Ridge: 0.00025177001953125 seconds RMSE for Ridge: 0.0017120513912597395 MAE for Ridge: 0.0013080385001315031 Training time for Ridge: 0.0004143714904785156 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0016030720414974067 MAE for Ridge: 0.0012248608118692128 Training time for Ridge: 0.00041174888610839844 seconds Testing time for Ridge: 0.0002472400665283203 seconds RMSE for Ridge: 0.0003924353579804702 MAE for Ridge: 0.0003000349370553823 Training time for Ridge: 0.0004208087921142578 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 1.1677013151627891e-09 MAE for Ridge: 8.927865458030481e-10 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 1.3191878129386676e-08 MAE for Ridge: 1.008610097552598e-08 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0009660692725068987 MAE for Ridge: 0.0007383985684678052 Training time for Ridge: 0.0004191398620605469 seconds Testing time for Ridge: 0.00024199485778808594 seconds RMSE for Ridge: 0.00032148883985684383 MAE for Ridge: 0.00024580246811344074 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 3.110241916456428e-09 MAE for Ridge: 2.377993421065483e-09 Training time for Ridge: 0.00042819976806640625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 3.981640951647211e-09 MAE for Ridge: 3.044236973615e-09 Training time for Ridge: 0.00042510032653808594 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0015179912451797283 MAE for Ridge: 0.0011599117615533748 Training time for Ridge: 0.000431060791015625 seconds Testing time for Ridge: 0.0002541542053222656 seconds RMSE for Ridge: 1.2050727580226808e-06 MAE for Ridge: 9.213615027348076e-07 Training time for Ridge: 0.0004448890686035156 seconds Testing time for Ridge: 0.00025916099548339844 seconds RMSE for Ridge: 0.000831513694472401 MAE for Ridge: 0.0006355881281475883 Training time for Ridge: 0.0004601478576660156 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0017300359547055945 MAE for Ridge: 0.0013217633969378195 Training time for Ridge: 0.00045990943908691406 seconds Testing time for Ridge: 0.00027179718017578125 seconds RMSE for Ridge: 0.0005695195875087503 MAE for Ridge: 0.0004353712219036598 Training time for Ridge: 0.00043702125549316406 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.002029637966801317 MAE for Ridge: 0.0015503361478411814 Training time for Ridge: 0.0004222393035888672 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 0.0020249941766114013 MAE for Ridge: 0.001546793605205462 Training time for Ridge: 0.0004279613494873047 seconds Testing time for Ridge: 0.0002560615539550781 seconds RMSE for Ridge: 8.077896999170347e-07 MAE for Ridge: 6.176109935629448e-07 Training time for Ridge: 0.0006780624389648438 seconds Testing time for Ridge: 0.00036215782165527344 seconds RMSE for Ridge: 8.087515504799555e-07 MAE for Ridge: 6.183463944386958e-07 Training time for Ridge: 0.0005202293395996094 seconds Testing time for Ridge: 0.0002770423889160156 seconds RMSE for Ridge: 0.0017008597158208359 MAE for Ridge: 0.0012994973413973522 Training time for Ridge: 0.0004229545593261719 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0019404822880953391 MAE for Ridge: 0.0014823274747554028 Training time for Ridge: 0.0005612373352050781 seconds Testing time for Ridge: 0.00027871131896972656 seconds RMSE for Ridge: 2.2333475191872256e-09 MAE for Ridge: 1.7075477631856017e-09 Training time for Ridge: 0.00045108795166015625 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 1.7858813499130765e-08 MAE for Ridge: 1.3654292198017615e-08 Training time for Ridge: 0.0004329681396484375 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 9.814424189473091e-07 MAE for Ridge: 7.503805507191874e-07 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 3.2645366868947437e-07 MAE for Ridge: 2.4959630435694715e-07 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 9.825696673430603e-07 MAE for Ridge: 7.51242409401387e-07 Training time for Ridge: 0.0004279613494873047 seconds Testing time for Ridge: 0.00029587745666503906 seconds RMSE for Ridge: 0.0009031340596741265 MAE for Ridge: 0.0006903136006714738 Training time for Ridge: 0.00043010711669921875 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0012162334508711555 MAE for Ridge: 0.0009294899307110437 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.002008042611178285 MAE for Ridge: 0.001533861705441336 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00025177001953125 seconds RMSE for Ridge: 2.247011326016388e-09 MAE for Ridge: 1.717993403094198e-09 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 0.0011733547551338998 MAE for Ridge: 0.0008967416696115815 Training time for Ridge: 0.00041103363037109375 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0012303266019953474 MAE for Ridge: 0.0009402529688320938 Training time for Ridge: 0.0004189014434814453 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 1.2932147699300459e-08 MAE for Ridge: 9.887515116657753e-09 Training time for Ridge: 0.00041103363037109375 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 5.31148571839793e-10 MAE for Ridge: 4.0609877904884685e-10 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.001369993928534617 MAE for Ridge: 0.0010469103634575738 Training time for Ridge: 0.0004930496215820312 seconds Testing time for Ridge: 0.0003101825714111328 seconds RMSE for Ridge: 0.00099033596909757 MAE for Ridge: 0.000756938139106359 Training time for Ridge: 0.0005009174346923828 seconds Testing time for Ridge: 0.0005049705505371094 seconds RMSE for Ridge: 0.0014328529033244607 MAE for Ridge: 0.0010949089736889072 Training time for Ridge: 0.0007357597351074219 seconds Testing time for Ridge: 0.0003199577331542969 seconds RMSE for Ridge: 0.0004307335645172584 MAE for Ridge: 0.0003293079253613651 Training time for Ridge: 0.0004649162292480469 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0003300271726214221 MAE for Ridge: 0.0002523296101656236 Training time for Ridge: 0.0004298686981201172 seconds Testing time for Ridge: 0.00027108192443847656 seconds RMSE for Ridge: 1.1451288930355142e-08 MAE for Ridge: 8.755295461959634e-09 Training time for Ridge: 0.0004229545593261719 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 9.114427481720104e-10 MAE for Ridge: 6.96861756077638e-10 Training time for Ridge: 0.0004181861877441406 seconds Testing time for Ridge: 0.00024771690368652344 seconds RMSE for Ridge: 8.787115662035053e-05 MAE for Ridge: 6.718685390375789e-05 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 0.0005967579100979734 MAE for Ridge: 0.0004561840990471211 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 1.4395518549223225e-09 MAE for Ridge: 1.1006330813412291e-09 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 7.048892203975019e-09 MAE for Ridge: 5.3893605667099106e-09 Training time for Ridge: 0.00045371055603027344 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.0010538551154929908 MAE for Ridge: 0.0008054632003035667 Training time for Ridge: 0.00041222572326660156 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 6.666117725381329e-10 MAE for Ridge: 5.096684174699107e-10 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00024437904357910156 seconds RMSE for Ridge: 0.0018102531313056842 MAE for Ridge: 0.00138297498670786 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.0002570152282714844 seconds RMSE for Ridge: 0.0005419310336927852 MAE for Ridge: 0.00041428962798723765 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 3.043654808086581e-10 MAE for Ridge: 2.3270823157339747e-10 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 0.0017725821089781242 MAE for Ridge: 0.0013542304770596892 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.0004298058125002366 MAE for Ridge: 0.0003285988270953466 Training time for Ridge: 0.00046324729919433594 seconds Testing time for Ridge: 0.0002617835998535156 seconds RMSE for Ridge: 1.1294524434809992e-08 MAE for Ridge: 8.635443076165927e-09 Training time for Ridge: 0.0004630088806152344 seconds Testing time for Ridge: 0.0002639293670654297 seconds RMSE for Ridge: 0.002116913937357358 MAE for Ridge: 0.0016169084510135557 Training time for Ridge: 0.0005161762237548828 seconds Testing time for Ridge: 0.00028395652770996094 seconds RMSE for Ridge: 2.8848205419862194e-09 MAE for Ridge: 2.2056429316297256e-09 Training time for Ridge: 0.00044727325439453125 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 1.0261226279051677e-09 MAE for Ridge: 7.845397875794192e-10 Training time for Ridge: 0.0004317760467529297 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 0.00018300282246902624 MAE for Ridge: 0.00013992586201493128 Training time for Ridge: 0.00043582916259765625 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 0.0020870318363151487 MAE for Ridge: 0.0015941164495270567 Training time for Ridge: 0.00041794776916503906 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0020062639440997 MAE for Ridge: 0.0015325047804599023 Training time for Ridge: 0.00041675567626953125 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.001096689100277436 MAE for Ridge: 0.0008381833817567319 Training time for Ridge: 0.0004153251647949219 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 2.749695589013639e-05 MAE for Ridge: 2.102374163209242e-05 Training time for Ridge: 0.0004322528839111328 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 0.0014329683144831094 MAE for Ridge: 0.0010949970960880328 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 0.0015999987923780642 MAE for Ridge: 0.0012225149281969805 Training time for Ridge: 0.00041413307189941406 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 6.571974013887489e-10 MAE for Ridge: 5.024700200362275e-10 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00024008750915527344 seconds RMSE for Ridge: 0.0006571678422736715 MAE for Ridge: 0.0005023532569662436 Training time for Ridge: 0.00041174888610839844 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 0.0015108302878875253 MAE for Ridge: 0.0011544447704756777 Training time for Ridge: 0.00041222572326660156 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.001122327418697466 MAE for Ridge: 0.0008577670576663643 Training time for Ridge: 0.00041174888610839844 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 1.657960436103713e-08 MAE for Ridge: 1.2676244756093524e-08 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.00017518536009826106 MAE for Ridge: 0.0001339486808679402 Training time for Ridge: 0.00043392181396484375 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 0.001370880064693104 MAE for Ridge: 0.0010475870445755952 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.00026106834411621094 seconds RMSE for Ridge: 0.00022924159364772978 MAE for Ridge: 0.00017527878301785594 Training time for Ridge: 0.0004558563232421875 seconds Testing time for Ridge: 0.0002713203430175781 seconds RMSE for Ridge: 5.749139114804722e-05 MAE for Ridge: 4.395778607082956e-05 Training time for Ridge: 0.0004286766052246094 seconds Testing time for Ridge: 0.0002532005310058594 seconds RMSE for Ridge: 1.2141931636237932e-09 MAE for Ridge: 9.283329882592284e-10 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.00046670152518008055 MAE for Ridge: 0.00035679801178083225 Training time for Ridge: 0.0004112720489501953 seconds Testing time for Ridge: 0.00025272369384765625 seconds RMSE for Ridge: 7.371527200498916e-10 MAE for Ridge: 5.636017363919165e-10 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 1.205465967247963e-08 MAE for Ridge: 9.216611895901394e-09 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 7.131847626350045e-09 MAE for Ridge: 5.452785565296381e-09 Training time for Ridge: 0.0004172325134277344 seconds Testing time for Ridge: 0.00025582313537597656 seconds RMSE for Ridge: 0.0015024086631046547 MAE for Ridge: 0.0011480152417182976 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 2.821024886544862e-10 MAE for Ridge: 2.1568733243881866e-10 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002541542053222656 seconds RMSE for Ridge: 0.0004549548806318127 MAE for Ridge: 0.0003478203194366247 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 0.0018563144243047014 MAE for Ridge: 0.0014181185509953265 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0008537152733663287 MAE for Ridge: 0.0006525528124318625 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 0.0005269530684772708 MAE for Ridge: 0.0004028438635691611 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.00024771690368652344 seconds RMSE for Ridge: 0.00034768179780344475 MAE for Ridge: 0.00026582543971819694 Training time for Ridge: 0.00041413307189941406 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.00017496673998609264 MAE for Ridge: 0.00013378152476337335 Training time for Ridge: 0.00040984153747558594 seconds Testing time for Ridge: 0.00024318695068359375 seconds RMSE for Ridge: 0.0019910899395238443 MAE for Ridge: 0.0015209286500576346 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 0.0021342521334700784 MAE for Ridge: 0.0016301321239906418 Training time for Ridge: 0.00041031837463378906 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 0.0008216869772563621 MAE for Ridge: 0.0006280793117418459 Training time for Ridge: 0.0005860328674316406 seconds Testing time for Ridge: 0.0003330707550048828 seconds RMSE for Ridge: 0.00010093075480904588 MAE for Ridge: 7.717255679092094e-05 Training time for Ridge: 0.0004990100860595703 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 7.814704903070268e-10 MAE for Ridge: 5.97488253317735e-10 Training time for Ridge: 0.0004398822784423828 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 2.1832466019539102e-09 MAE for Ridge: 1.6692400950368836e-09 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0014773797239020067 MAE for Ridge: 0.00112890622120154 Training time for Ridge: 0.0004131793975830078 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0019535786099975543 MAE for Ridge: 0.0014923171647972945 Training time for Ridge: 0.0004210472106933594 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 0.0004917763379087846 MAE for Ridge: 0.00037596147919504054 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 5.827452261690182e-10 MAE for Ridge: 4.455492885746537e-10 Training time for Ridge: 0.0004112720489501953 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 2.575361730822376e-10 MAE for Ridge: 1.969037510818339e-10 Training time for Ridge: 0.00043201446533203125 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 0.0007511444701163989 MAE for Ridge: 0.0005741735081673005 Training time for Ridge: 0.00042176246643066406 seconds Testing time for Ridge: 0.0002543926239013672 seconds RMSE for Ridge: 0.0010528279030324285 MAE for Ridge: 0.0008046785037019056 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 1.0237125093965438e-09 MAE for Ridge: 7.826971115676429e-10 Training time for Ridge: 0.0004107952117919922 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 0.00111596523875835 MAE for Ridge: 0.000852907416445724 Training time for Ridge: 0.0004112720489501953 seconds Testing time for Ridge: 0.00025272369384765625 seconds RMSE for Ridge: 4.700665055230689e-10 MAE for Ridge: 3.5939796472206354e-10 Training time for Ridge: 0.0004112720489501953 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 3.286028946785752e-09 MAE for Ridge: 2.5123957192452197e-09 Training time for Ridge: 0.0004260540008544922 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 1.1686705036901466e-08 MAE for Ridge: 8.935288603462154e-09 Training time for Ridge: 0.0004112720489501953 seconds Testing time for Ridge: 0.0003268718719482422 seconds RMSE for Ridge: 0.0015648796653337513 MAE for Ridge: 0.0011957067248778886 Training time for Ridge: 0.0004630088806152344 seconds Testing time for Ridge: 0.00025916099548339844 seconds RMSE for Ridge: 0.0017370170798552077 MAE for Ridge: 0.0013270909017080346 Training time for Ridge: 0.00043511390686035156 seconds Testing time for Ridge: 0.00025391578674316406 seconds RMSE for Ridge: 0.0009044632277119685 MAE for Ridge: 0.0006913291803310617 Training time for Ridge: 0.00043702125549316406 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 4.5675913872140204e-10 MAE for Ridge: 3.492197631072003e-10 Training time for Ridge: 0.0005419254302978516 seconds Testing time for Ridge: 0.0002830028533935547 seconds RMSE for Ridge: 3.200633664079906e-09 MAE for Ridge: 2.4471051485175368e-09 Training time for Ridge: 0.00048804283142089844 seconds Testing time for Ridge: 0.0002741813659667969 seconds RMSE for Ridge: 1.8529291746994376e-09 MAE for Ridge: 1.4166921391556287e-09 Training time for Ridge: 0.00046324729919433594 seconds Testing time for Ridge: 0.0002548694610595703 seconds RMSE for Ridge: 7.043824924732719e-10 MAE for Ridge: 5.385499401988625e-10 Training time for Ridge: 0.0004279613494873047 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 1.2439535815669541e-09 MAE for Ridge: 9.510839749093946e-10 Training time for Ridge: 0.00042128562927246094 seconds Testing time for Ridge: 0.00025177001953125 seconds RMSE for Ridge: 8.123411040890596e-10 MAE for Ridge: 6.210891445590505e-10 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0016120679543279652 MAE for Ridge: 0.0012317275276581673 Training time for Ridge: 0.0004467964172363281 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 2.447051131946261e-09 MAE for Ridge: 1.870938032277891e-09 Training time for Ridge: 0.0004298686981201172 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 0.00017146470631506088 MAE for Ridge: 0.00013110387897496856 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0019597061835676605 MAE for Ridge: 0.001496991091154567 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 1.1600089185517304e-09 MAE for Ridge: 8.869029832769825e-10 Training time for Ridge: 0.0004177093505859375 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 0.0018010031834763492 MAE for Ridge: 0.0013759171099427291 Training time for Ridge: 0.0007100105285644531 seconds Testing time for Ridge: 0.0002951622009277344 seconds RMSE for Ridge: 0.0007125362101765348 MAE for Ridge: 0.0005446686584151484 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 3.008186021729531e-05 MAE for Ridge: 2.300015991903881e-05 Training time for Ridge: 0.00045490264892578125 seconds Testing time for Ridge: 0.0002608299255371094 seconds RMSE for Ridge: 0.0017709489416111014 MAE for Ridge: 0.0013529842543088322 Training time for Ridge: 0.0004811286926269531 seconds Testing time for Ridge: 0.0002627372741699219 seconds RMSE for Ridge: 4.81093067203385e-10 MAE for Ridge: 3.6782481616093323e-10 Training time for Ridge: 0.0006160736083984375 seconds Testing time for Ridge: 0.0003349781036376953 seconds RMSE for Ridge: 6.387674293863614e-10 MAE for Ridge: 4.883797544152912e-10 Training time for Ridge: 0.0005612373352050781 seconds Testing time for Ridge: 0.0002918243408203125 seconds RMSE for Ridge: 0.0013819994225034132 MAE for Ridge: 0.0010560780484514132 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0003977009669480333 MAE for Ridge: 0.0003040597858552341 Training time for Ridge: 0.0005128383636474609 seconds Testing time for Ridge: 0.0002760887145996094 seconds RMSE for Ridge: 0.0021270905086218143 MAE for Ridge: 0.0016246700858340046 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.00026297569274902344 seconds RMSE for Ridge: 0.0012811241886621742 MAE for Ridge: 0.0009790453788916609 Training time for Ridge: 0.0004820823669433594 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 6.387674293863614e-10 MAE for Ridge: 4.883797544152912e-10 Training time for Ridge: 0.0004608631134033203 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.0020218782551665545 MAE for Ridge: 0.0015444165864553084 Training time for Ridge: 0.00044798851013183594 seconds Testing time for Ridge: 0.00026988983154296875 seconds RMSE for Ridge: 0.000615852075826169 MAE for Ridge: 0.00047077589404341037 Training time for Ridge: 0.00061798095703125 seconds Testing time for Ridge: 0.00029587745666503906 seconds RMSE for Ridge: 0.001949327013751212 MAE for Ridge: 0.0014890741390470585 Training time for Ridge: 0.0004949569702148438 seconds Testing time for Ridge: 0.0002830028533935547 seconds RMSE for Ridge: 9.418055304837317e-10 MAE for Ridge: 7.200701335197124e-10 Training time for Ridge: 0.000576019287109375 seconds Testing time for Ridge: 0.00028204917907714844 seconds RMSE for Ridge: 0.001039475125626069 MAE for Ridge: 0.0007944780912326288 Training time for Ridge: 0.00046515464782714844 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 8.335367690429238e-10 MAE for Ridge: 6.372973859747333e-10 Training time for Ridge: 0.00043702125549316406 seconds Testing time for Ridge: 0.0002560615539550781 seconds RMSE for Ridge: 0.0006286979579876312 MAE for Ridge: 0.00048059406649559987 Training time for Ridge: 0.0004379749298095703 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0008776625033040719 MAE for Ridge: 0.0006708511519334104 Training time for Ridge: 0.0004253387451171875 seconds Testing time for Ridge: 0.00024771690368652344 seconds RMSE for Ridge: 0.0008760769531480095 MAE for Ridge: 0.0006696396338338784 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 4.961001335201303e-10 MAE for Ridge: 3.7930363849802975e-10 Training time for Ridge: 0.0006489753723144531 seconds Testing time for Ridge: 0.0002930164337158203 seconds RMSE for Ridge: 0.0019407962441141458 MAE for Ridge: 0.0014825669593985724 Training time for Ridge: 0.0005168914794921875 seconds Testing time for Ridge: 0.0002613067626953125 seconds RMSE for Ridge: 0.0014250362065911092 MAE for Ridge: 0.0010889404807261937 Training time for Ridge: 0.0005598068237304688 seconds Testing time for Ridge: 0.0002779960632324219 seconds RMSE for Ridge: 0.0010797971666795152 MAE for Ridge: 0.0008252801614834237 Training time for Ridge: 0.0006439685821533203 seconds Testing time for Ridge: 0.00031280517578125 seconds RMSE for Ridge: 2.9239470970901963e-10 MAE for Ridge: 2.235535245809217e-10 Training time for Ridge: 0.0005619525909423828 seconds Testing time for Ridge: 0.00028896331787109375 seconds RMSE for Ridge: 0.0005204163496760525 MAE for Ridge: 0.00039784857534085337 Training time for Ridge: 0.00048279762268066406 seconds Testing time for Ridge: 0.00026416778564453125 seconds RMSE for Ridge: 1.0385576221499863e-09 MAE for Ridge: 7.940480184487342e-10 Training time for Ridge: 0.0004718303680419922 seconds Testing time for Ridge: 0.0002741813659667969 seconds RMSE for Ridge: 4.761398808302728e-10 MAE for Ridge: 3.640378132274691e-10 Training time for Ridge: 0.0005259513854980469 seconds Testing time for Ridge: 0.00027108192443847656 seconds RMSE for Ridge: 5.443676377511275e-10 MAE for Ridge: 4.162064226598261e-10 Training time for Ridge: 0.00045680999755859375 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 5.955566399995588e-10 MAE for Ridge: 4.553447763289142e-10 Training time for Ridge: 0.00047588348388671875 seconds Testing time for Ridge: 0.0002589225769042969 seconds RMSE for Ridge: 0.0014353689789194646 MAE for Ridge: 0.0010968301238790002 Training time for Ridge: 0.0004260540008544922 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 3.1735618861203546e-10 MAE for Ridge: 2.426435541380556e-10 Training time for Ridge: 0.0004229545593261719 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.002203787715970639 MAE for Ridge: 0.0016831609150237293 Training time for Ridge: 0.0004329681396484375 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 4.5082427135478716e-10 MAE for Ridge: 3.446867502532314e-10 Training time for Ridge: 0.00042319297790527344 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 0.001959278334662372 MAE for Ridge: 0.0014966647431369573 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0017981882115557964 MAE for Ridge: 0.0013737692088659514 Training time for Ridge: 0.00043010711669921875 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 2.492484022821963e-10 MAE for Ridge: 1.9056381472815076e-10 Training time for Ridge: 0.0004420280456542969 seconds Testing time for Ridge: 0.00025081634521484375 seconds RMSE for Ridge: 2.6939455965385943e-10 MAE for Ridge: 2.0596915395465487e-10 Training time for Ridge: 0.0005009174346923828 seconds Testing time for Ridge: 0.0002760887145996094 seconds RMSE for Ridge: 0.0020719193999583847 MAE for Ridge: 0.001582589149271152 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 0.0015136416482741007 MAE for Ridge: 0.0011565910954209292 Training time for Ridge: 0.0004820823669433594 seconds Testing time for Ridge: 0.0002701282501220703 seconds RMSE for Ridge: 4.1576371369080333e-10 MAE for Ridge: 3.178787821855877e-10 Training time for Ridge: 0.0006248950958251953 seconds Testing time for Ridge: 0.00033211708068847656 seconds RMSE for Ridge: 0.0004573170604366265 MAE for Ridge: 0.0003496256947879972 Training time for Ridge: 0.0004639625549316406 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 2.660781774637998e-10 MAE for Ridge: 2.0343497886265992e-10 Training time for Ridge: 0.0004489421844482422 seconds Testing time for Ridge: 0.0002560615539550781 seconds RMSE for Ridge: 0.0016776073338732513 MAE for Ridge: 0.0012817512076400673 Training time for Ridge: 0.0004532337188720703 seconds Testing time for Ridge: 0.00024771690368652344 seconds RMSE for Ridge: 9.700883272946397e-10 MAE for Ridge: 7.416981895325136e-10 Training time for Ridge: 0.000415802001953125 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0021927252580866887 MAE for Ridge: 0.0016747251105223649 Training time for Ridge: 0.00041413307189941406 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 4.767615902652809e-06 MAE for Ridge: 3.645178452172937e-06 Training time for Ridge: 0.0004177093505859375 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 0.001495034316020367 MAE for Ridge: 0.0011423851838367161 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 0.001373205599953123 MAE for Ridge: 0.0010493628909297504 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0009003932354146673 MAE for Ridge: 0.0006882194086528082 Training time for Ridge: 0.0004291534423828125 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 4.313789442164028e-10 MAE for Ridge: 3.298180728528166e-10 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 0.0013522206932308138 MAE for Ridge: 0.0010333379625108974 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 2.788814934752143e-10 MAE for Ridge: 2.132261400777935e-10 Training time for Ridge: 0.0004131793975830078 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 2.8394686321968603e-10 MAE for Ridge: 2.1709659736579568e-10 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0014144871690883907 MAE for Ridge: 0.0010808855655644468 Training time for Ridge: 0.0004229545593261719 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 8.07723524203807e-10 MAE for Ridge: 6.175598032953644e-10 Training time for Ridge: 0.0004661083221435547 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 0.0006462499862699343 MAE for Ridge: 0.0004940089507286094 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.001570506715429969 MAE for Ridge: 0.001200002252489275 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 3.9483553100038e-10 MAE for Ridge: 3.01879241604297e-10 Training time for Ridge: 0.00042319297790527344 seconds Testing time for Ridge: 0.0002589225769042969 seconds RMSE for Ridge: 2.5790154671254936e-10 MAE for Ridge: 1.9718583876837669e-10 Training time for Ridge: 0.0004439353942871094 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 0.0018320151245406946 MAE for Ridge: 0.0013995792435429189 Training time for Ridge: 0.0005807876586914062 seconds Testing time for Ridge: 0.000392913818359375 seconds RMSE for Ridge: 5.046317936953727e-10 MAE for Ridge: 3.8582573025358613e-10 Training time for Ridge: 0.0005919933319091797 seconds Testing time for Ridge: 0.0003459453582763672 seconds RMSE for Ridge: 4.009931667565587e-10 MAE for Ridge: 3.065877018926244e-10 Training time for Ridge: 0.0005049705505371094 seconds Testing time for Ridge: 0.00036907196044921875 seconds RMSE for Ridge: 0.0018523418388889914 MAE for Ridge: 0.0014150877065677602 Training time for Ridge: 0.0004699230194091797 seconds Testing time for Ridge: 0.0002579689025878906 seconds RMSE for Ridge: 2.777370836938459e-10 MAE for Ridge: 2.123449738267169e-10 Training time for Ridge: 0.00046181678771972656 seconds Testing time for Ridge: 0.0002512931823730469 seconds RMSE for Ridge: 2.9594738127271406e-10 MAE for Ridge: 2.2627442031186718e-10 Training time for Ridge: 0.0004401206970214844 seconds Testing time for Ridge: 0.0002467632293701172 seconds RMSE for Ridge: 1.0409656012835064e-09 MAE for Ridge: 7.958878078806464e-10 Training time for Ridge: 0.00042510032653808594 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0010177976551184976 MAE for Ridge: 0.0007779178775963591 Training time for Ridge: 0.0004229545593261719 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0015824457405554733 MAE for Ridge: 0.0012091160133932898 Training time for Ridge: 0.0004448890686035156 seconds Testing time for Ridge: 0.00025391578674316406 seconds RMSE for Ridge: 0.000912255576398036 MAE for Ridge: 0.0006972830562157006 Training time for Ridge: 0.0004470348358154297 seconds Testing time for Ridge: 0.0002608299255371094 seconds RMSE for Ridge: 0.0020670400900444654 MAE for Ridge: 0.001578867280046018 Training time for Ridge: 0.00042438507080078125 seconds Testing time for Ridge: 0.00025177001953125 seconds RMSE for Ridge: 2.754860162290986e-10 MAE for Ridge: 2.106260210688049e-10 Training time for Ridge: 0.0005261898040771484 seconds Testing time for Ridge: 0.0002989768981933594 seconds RMSE for Ridge: 0.0020660871998322006 MAE for Ridge: 0.0015781404240823827 Training time for Ridge: 0.0004968643188476562 seconds Testing time for Ridge: 0.0002732276916503906 seconds RMSE for Ridge: 0.0006815602047057468 MAE for Ridge: 0.0005209955025645308 Training time for Ridge: 0.0004601478576660156 seconds Testing time for Ridge: 0.00045013427734375 seconds RMSE for Ridge: 8.43627073964759e-05 MAE for Ridge: 6.450420434204517e-05 Training time for Ridge: 0.00046896934509277344 seconds Testing time for Ridge: 0.00028204917907714844 seconds RMSE for Ridge: 0.001228452564364433 MAE for Ridge: 0.000938821767380802 Training time for Ridge: 0.0004398822784423828 seconds Testing time for Ridge: 0.00027680397033691406 seconds RMSE for Ridge: 0.0016287400285576424 MAE for Ridge: 0.0012444532678036091 Training time for Ridge: 0.0004439353942871094 seconds Testing time for Ridge: 0.0002522468566894531 seconds RMSE for Ridge: 0.0014193466583099594 MAE for Ridge: 0.0010845961372944347 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002529621124267578 seconds RMSE for Ridge: 0.0019994759497682438 MAE for Ridge: 0.0015273262494558005 Training time for Ridge: 0.0004317760467529297 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0003352803703423511 MAE for Ridge: 0.00025634538245355776 Training time for Ridge: 0.0004200935363769531 seconds Testing time for Ridge: 0.00024819374084472656 seconds RMSE for Ridge: 3.5256871670142384e-10 MAE for Ridge: 2.695583078970998e-10 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.001786300595925947 MAE for Ridge: 0.0013646984935000994 Training time for Ridge: 0.00042176246643066406 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 3.122273481273535e-10 MAE for Ridge: 2.387137187920274e-10 Training time for Ridge: 0.0004191398620605469 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 0.001171689419373115 MAE for Ridge: 0.0008954697375956355 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 2.7802137834148874e-10 MAE for Ridge: 2.1256631455024432e-10 Training time for Ridge: 0.0004189014434814453 seconds Testing time for Ridge: 0.000270843505859375 seconds RMSE for Ridge: 2.627100618345835e-10 MAE for Ridge: 2.0085881957676576e-10 Training time for Ridge: 0.00045800209045410156 seconds Testing time for Ridge: 0.0002689361572265625 seconds RMSE for Ridge: 1.0282945796842847e-09 MAE for Ridge: 7.862031858874019e-10 Training time for Ridge: 0.0004570484161376953 seconds Testing time for Ridge: 0.000263214111328125 seconds RMSE for Ridge: 0.0014753520212411218 MAE for Ridge: 0.0011273580803073835 Training time for Ridge: 0.00042128562927246094 seconds Testing time for Ridge: 0.0002570152282714844 seconds RMSE for Ridge: 3.351670851697082e-10 MAE for Ridge: 2.562570433628508e-10 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.0002739429473876953 seconds RMSE for Ridge: 1.0395930294013836e-09 MAE for Ridge: 7.948396452128747e-10 Training time for Ridge: 0.00046706199645996094 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 2.658956958531435e-10 MAE for Ridge: 2.032954038444501e-10 Training time for Ridge: 0.00047278404235839844 seconds Testing time for Ridge: 0.0002579689025878906 seconds RMSE for Ridge: 0.0017234189996900367 MAE for Ridge: 0.001316713732948812 Training time for Ridge: 0.00043892860412597656 seconds Testing time for Ridge: 0.00024819374084472656 seconds RMSE for Ridge: 2.5906989691537886e-10 MAE for Ridge: 1.980763419950904e-10 Training time for Ridge: 0.0004210472106933594 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 3.125038333084312e-10 MAE for Ridge: 2.389289899262792e-10 Training time for Ridge: 0.00043892860412597656 seconds Testing time for Ridge: 0.0002651214599609375 seconds RMSE for Ridge: 0.00032135539712019274 MAE for Ridge: 0.00024570045692083543 Training time for Ridge: 0.00042891502380371094 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 2.4656870971726036e-10 MAE for Ridge: 1.8851621375048922e-10 Training time for Ridge: 0.00043010711669921875 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 0.00044325844563073265 MAE for Ridge: 0.00033888081325449403 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.00011541737965200942 MAE for Ridge: 8.824938291978723e-05 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 2.98240945744945e-10 MAE for Ridge: 2.2802427834811568e-10 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 0.0013188208536368895 MAE for Ridge: 0.0010078313684278196 Training time for Ridge: 0.0004210472106933594 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 0.0009635846545183902 MAE for Ridge: 0.0007365003032182493 Training time for Ridge: 0.00042891502380371094 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 2.5915685180921806e-10 MAE for Ridge: 1.9813998775042308e-10 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 2.571018742324011e-10 MAE for Ridge: 1.9657289462848837e-10 Training time for Ridge: 0.0004191398620605469 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0017779272020479531 MAE for Ridge: 0.0013583091338966792 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.7376387850726724e-10 MAE for Ridge: 2.0931026911696904e-10 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.598362013715591e-10 MAE for Ridge: 1.9866050915418044e-10 Training time for Ridge: 0.0004210472106933594 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 2.440894583444152e-10 MAE for Ridge: 1.8662308143291284e-10 Training time for Ridge: 0.0004208087921142578 seconds Testing time for Ridge: 0.0002560615539550781 seconds RMSE for Ridge: 2.880225052742258e-10 MAE for Ridge: 2.2020926415677877e-10 Training time for Ridge: 0.00046825408935546875 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.000567464283342893 MAE for Ridge: 0.00043380071423377854 Training time for Ridge: 0.00045680999755859375 seconds Testing time for Ridge: 0.0002541542053222656 seconds RMSE for Ridge: 2.4852116299886606e-10 MAE for Ridge: 1.9001352491443412e-10 Training time for Ridge: 0.000431060791015625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0018978034865444245 MAE for Ridge: 0.001449770675879526 Training time for Ridge: 0.00041222572326660156 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 0.001526297374402147 MAE for Ridge: 0.001166252940502488 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 2.645939080911447e-10 MAE for Ridge: 2.0229826813711327e-10 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 0.000815748167135378 MAE for Ridge: 0.0006235412879721857 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.0002551078796386719 seconds RMSE for Ridge: 2.533213137815003e-10 MAE for Ridge: 1.9368198156399785e-10 Training time for Ridge: 0.0004131793975830078 seconds Testing time for Ridge: 0.0002422332763671875 seconds RMSE for Ridge: 3.162564440545875e-10 MAE for Ridge: 2.4179970470328273e-10 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 2.468835450877543e-10 MAE for Ridge: 1.887601264183303e-10 Training time for Ridge: 0.0004143714904785156 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 2.5151581805171614e-10 MAE for Ridge: 1.9230176229179108e-10 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 2.571005517423912e-10 MAE for Ridge: 1.9657018679453132e-10 Training time for Ridge: 0.0004189014434814453 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 2.4607785005283573e-10 MAE for Ridge: 1.8814238500475255e-10 Training time for Ridge: 0.00041413307189941406 seconds Testing time for Ridge: 0.00025010108947753906 seconds RMSE for Ridge: 0.001624711378502733 MAE for Ridge: 0.0012413782487727975 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 2.4480559245706774e-10 MAE for Ridge: 1.8716755478820346e-10 Training time for Ridge: 0.0004210472106933594 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0018346313978120498 MAE for Ridge: 0.0014015753917885798 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0002486705780029297 seconds RMSE for Ridge: 0.001749577262398344 MAE for Ridge: 0.0013366757643238003 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0017789776021179516 MAE for Ridge: 0.0013591106528653618 Training time for Ridge: 0.00041174888610839844 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 2.487535472744369e-10 MAE for Ridge: 1.901891200084549e-10 Training time for Ridge: 0.0004432201385498047 seconds Testing time for Ridge: 0.000270843505859375 seconds RMSE for Ridge: 2.454022215047902e-10 MAE for Ridge: 1.876268007627857e-10 Training time for Ridge: 0.00043702125549316406 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 2.6961951488581253e-10 MAE for Ridge: 2.06140526870513e-10 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.0002498626708984375 seconds RMSE for Ridge: 0.0005458986868463865 MAE for Ridge: 0.00041732154936248157 Training time for Ridge: 0.0004279613494873047 seconds Testing time for Ridge: 0.0002682209014892578 seconds RMSE for Ridge: 2.571140387379155e-10 MAE for Ridge: 1.965814977467062e-10 Training time for Ridge: 0.0004191398620605469 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.796125739220512e-10 MAE for Ridge: 2.137800947377144e-10 Training time for Ridge: 0.00041794776916503906 seconds Testing time for Ridge: 0.0002472400665283203 seconds RMSE for Ridge: 0.000770125471973125 MAE for Ridge: 0.0005886784982307836 Training time for Ridge: 0.0004208087921142578 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0010767348862314402 MAE for Ridge: 0.0008229409458616644 Training time for Ridge: 0.00041413307189941406 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 0.0015384981912255017 MAE for Ridge: 0.0011755672849994858 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.0013664542898963576 MAE for Ridge: 0.0010442073756075077 Training time for Ridge: 0.00042700767517089844 seconds Testing time for Ridge: 0.00025081634521484375 seconds RMSE for Ridge: 0.00028636773090055074 MAE for Ridge: 0.00021895319645808708 Training time for Ridge: 0.0004329681396484375 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 0.0016865928429219352 MAE for Ridge: 0.0012886090107904714 Training time for Ridge: 0.0004258155822753906 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 2.724507494079526e-10 MAE for Ridge: 2.0830657421200272e-10 Training time for Ridge: 0.00042176246643066406 seconds Testing time for Ridge: 0.0002491474151611328 seconds RMSE for Ridge: 2.4389497350166567e-10 MAE for Ridge: 1.8647556276896183e-10 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024080276489257812 seconds RMSE for Ridge: 0.0021944565413485133 MAE for Ridge: 0.00167604533508792 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.000244140625 seconds RMSE for Ridge: 0.001960128590204113 MAE for Ridge: 0.0014973132876896045 Training time for Ridge: 0.00043201446533203125 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.4572875493878235e-10 MAE for Ridge: 1.8787908895312454e-10 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 2.4695544486569334e-10 MAE for Ridge: 1.8881324725938953e-10 Training time for Ridge: 0.0004150867462158203 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.966199289683983e-05 MAE for Ridge: 2.2679128897460377e-05 Training time for Ridge: 0.0005369186401367188 seconds Testing time for Ridge: 0.0003020763397216797 seconds RMSE for Ridge: 0.0006245194653134558 MAE for Ridge: 0.000477400438273301 Training time for Ridge: 0.0005059242248535156 seconds Testing time for Ridge: 0.00027489662170410156 seconds RMSE for Ridge: 0.0008132487911552954 MAE for Ridge: 0.0006216314293892711 Training time for Ridge: 0.0004658699035644531 seconds Testing time for Ridge: 0.0002770423889160156 seconds RMSE for Ridge: 2.6134132434164044e-10 MAE for Ridge: 1.9981491350407054e-10 Training time for Ridge: 0.0004291534423828125 seconds Testing time for Ridge: 0.000247955322265625 seconds RMSE for Ridge: 2.6332699139317734e-10 MAE for Ridge: 2.0133162803581684e-10 Training time for Ridge: 0.0004229545593261719 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 2.432341021886914e-10 MAE for Ridge: 1.8596887252364524e-10 Training time for Ridge: 0.0004410743713378906 seconds Testing time for Ridge: 0.00025272369384765625 seconds RMSE for Ridge: 0.0004956225501504862 MAE for Ridge: 0.0003789008755630885 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.001177713111401826 MAE for Ridge: 0.0009000704316283226 Training time for Ridge: 0.0004360675811767578 seconds Testing time for Ridge: 0.0002598762512207031 seconds RMSE for Ridge: 2.496923882731671e-10 MAE for Ridge: 1.9090470870786191e-10 Training time for Ridge: 0.0004470348358154297 seconds Testing time for Ridge: 0.00025177001953125 seconds RMSE for Ridge: 0.0010574152087660146 MAE for Ridge: 0.0008081827774798067 Training time for Ridge: 0.0004241466522216797 seconds Testing time for Ridge: 0.0002579689025878906 seconds RMSE for Ridge: 0.001509586902193407 MAE for Ridge: 0.0011534955078658015 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002510547637939453 seconds RMSE for Ridge: 2.5240818283663473e-10 MAE for Ridge: 1.9298075581986042e-10 Training time for Ridge: 0.0004241466522216797 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 2.518701835089805e-10 MAE for Ridge: 1.9256942707102098e-10 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.4905815290975457e-10 MAE for Ridge: 1.9042151855330758e-10 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.00048294459195332356 MAE for Ridge: 0.0003692119026333429 Training time for Ridge: 0.0004329681396484375 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 2.5100353038835796e-10 MAE for Ridge: 1.919102821101859e-10 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.001644350320895062 MAE for Ridge: 0.0012563681910994129 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.001828125965656249 MAE for Ridge: 0.001396611896507176 Training time for Ridge: 0.0004229545593261719 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0014038976203540206 MAE for Ridge: 0.0010727995742654962 Training time for Ridge: 0.0004799365997314453 seconds Testing time for Ridge: 0.0002880096435546875 seconds RMSE for Ridge: 2.5292125611997437e-10 MAE for Ridge: 1.9337561996124464e-10 Training time for Ridge: 0.0004889965057373047 seconds Testing time for Ridge: 0.00026702880859375 seconds RMSE for Ridge: 0.0019467623900303536 MAE for Ridge: 0.0014871178845808951 Training time for Ridge: 0.0004611015319824219 seconds Testing time for Ridge: 0.0002560615539550781 seconds RMSE for Ridge: 2.44568811884362e-10 MAE for Ridge: 1.8698632531233273e-10 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.4402497816203116e-10 MAE for Ridge: 1.8657367317764795e-10 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00026488304138183594 seconds RMSE for Ridge: 9.167105870501636e-05 MAE for Ridge: 7.009235642784994e-05 Training time for Ridge: 0.0004172325134277344 seconds Testing time for Ridge: 0.00024580955505371094 seconds RMSE for Ridge: 8.725565118514386e-05 MAE for Ridge: 6.671622272700905e-05 Training time for Ridge: 0.0004229545593261719 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 2.4674698591068084e-10 MAE for Ridge: 1.886559997110737e-10 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 0.002000532014420719 MAE for Ridge: 0.001528131921410868 Training time for Ridge: 0.0004169940948486328 seconds Testing time for Ridge: 0.00024890899658203125 seconds RMSE for Ridge: 2.1618908761536426e-05 MAE for Ridge: 1.652940861306629e-05 Training time for Ridge: 0.0004138946533203125 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 4.580140796793611e-05 MAE for Ridge: 3.501944069445595e-05 Training time for Ridge: 0.0004131793975830078 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0012046207092288638 MAE for Ridge: 0.0009206210142719351 Training time for Ridge: 0.0004429817199707031 seconds Testing time for Ridge: 0.00024509429931640625 seconds RMSE for Ridge: 0.0012686194261685138 MAE for Ridge: 0.0009694962141489771 Training time for Ridge: 0.00041222572326660156 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 2.450866285491898e-10 MAE for Ridge: 1.8738486651237452e-10 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002620220184326172 seconds RMSE for Ridge: 0.001308225533238703 MAE for Ridge: 0.00099974042397183 Training time for Ridge: 0.00042176246643066406 seconds Testing time for Ridge: 0.0002512931823730469 seconds RMSE for Ridge: 2.437270806616683e-10 MAE for Ridge: 1.8634681686613418e-10 Training time for Ridge: 0.0004220008850097656 seconds Testing time for Ridge: 0.0002448558807373047 seconds RMSE for Ridge: 2.499917829573885e-10 MAE for Ridge: 1.9113489124755745e-10 Training time for Ridge: 0.0004100799560546875 seconds Testing time for Ridge: 0.00025200843811035156 seconds RMSE for Ridge: 0.0021217236325057447 MAE for Ridge: 0.0016205768107875008 Training time for Ridge: 0.0004119873046875 seconds Testing time for Ridge: 0.00024390220642089844 seconds RMSE for Ridge: 0.0013289661169496967 MAE for Ridge: 0.0010155791877274223 Training time for Ridge: 0.0005660057067871094 seconds Testing time for Ridge: 0.00028705596923828125 seconds RMSE for Ridge: 2.4502934418001545e-10 MAE for Ridge: 1.873393307150195e-10 Training time for Ridge: 0.00048279762268066406 seconds Testing time for Ridge: 0.00026607513427734375 seconds RMSE for Ridge: 0.0010177437180493593 MAE for Ridge: 0.0007778766724383767 Training time for Ridge: 0.0004470348358154297 seconds Testing time for Ridge: 0.0002601146697998047 seconds RMSE for Ridge: 2.441219427724533e-10 MAE for Ridge: 1.8664394141332251e-10 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.00024819374084472656 seconds RMSE for Ridge: 8.262212495454868e-05 MAE for Ridge: 6.317331108418811e-05 Training time for Ridge: 0.00044083595275878906 seconds Testing time for Ridge: 0.00025582313537597656 seconds RMSE for Ridge: 2.461383916991936e-10 MAE for Ridge: 1.881865796526938e-10 Training time for Ridge: 0.0004239082336425781 seconds Testing time for Ridge: 0.0002434253692626953 seconds RMSE for Ridge: 2.591621375199295e-10 MAE for Ridge: 1.9814610840995783e-10 Training time for Ridge: 0.00041294097900390625 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.4584426686443287e-10 MAE for Ridge: 1.8796023182332533e-10 Training time for Ridge: 0.0004322528839111328 seconds Testing time for Ridge: 0.00024700164794921875 seconds RMSE for Ridge: 0.0006796797378495694 MAE for Ridge: 0.000519558344414115 Training time for Ridge: 0.00041604042053222656 seconds Testing time for Ridge: 0.0002460479736328125 seconds RMSE for Ridge: 2.552269954920646e-10 MAE for Ridge: 1.951382710974059e-10 Training time for Ridge: 0.00041484832763671875 seconds Testing time for Ridge: 0.0002472400665283203 seconds RMSE for Ridge: 0.0016371843911886911 MAE for Ridge: 0.0012508986701603808 Training time for Ridge: 0.00041985511779785156 seconds Testing time for Ridge: 0.0002429485321044922 seconds RMSE for Ridge: 2.4463345971825925e-10 MAE for Ridge: 1.8703658177798843e-10 Training time for Ridge: 0.0004322528839111328 seconds Testing time for Ridge: 0.0002486705780029297 seconds RMSE for Ridge: 2.432341021886914e-10 MAE for Ridge: 1.8596887252364524e-10 Training time for Ridge: 0.00042176246643066406 seconds Testing time for Ridge: 0.0002548694610595703 seconds RMSE for Ridge: 2.434416261854875e-10 MAE for Ridge: 1.8612619778757278e-10 Training time for Neural Network: 0.4247121810913086 seconds Testing time for Neural Network: 0.0005469322204589844 seconds RMSE for Neural Network: 0.2648575917353925 MAE for Neural Network: 0.19226251400309582 Training time for Neural Network: 0.8820748329162598 seconds Testing time for Neural Network: 0.0014710426330566406 seconds RMSE for Neural Network: 256.77791811843184 MAE for Neural Network: 196.93508691504437 Training time for Neural Network: 0.6600620746612549 seconds Testing time for Neural Network: 0.0064198970794677734 seconds RMSE for Neural Network: 16.63813295239224 MAE for Neural Network: 13.444686795376464 Training time for Neural Network: 1.2647111415863037 seconds Testing time for Neural Network: 0.000598907470703125 seconds RMSE for Neural Network: 0.29135447368732037 MAE for Neural Network: 0.22631986167740997 Training time for Neural Network: 0.6274971961975098 seconds Testing time for Neural Network: 0.000598907470703125 seconds RMSE for Neural Network: 255.84880588931748 MAE for Neural Network: 195.73674565909948 Training time for Neural Network: 0.45618391036987305 seconds Testing time for Neural Network: 0.001458883285522461 seconds RMSE for Neural Network: 256.9386397918269 MAE for Neural Network: 197.1446013541182 Training time for Neural Network: 0.18542194366455078 seconds Testing time for Neural Network: 0.0016620159149169922 seconds RMSE for Neural Network: 256.2020362696086 MAE for Neural Network: 196.1899334401727 Training time for Neural Network: 0.11343979835510254 seconds Testing time for Neural Network: 0.0005891323089599609 seconds RMSE for Neural Network: 257.04173467978495 MAE for Neural Network: 197.2789461452817 Training time for Neural Network: 0.42751502990722656 seconds Testing time for Neural Network: 0.0005781650543212891 seconds RMSE for Neural Network: 0.27095579396619535 MAE for Neural Network: 0.21282881657716712 Training time for Neural Network: 0.13063907623291016 seconds Testing time for Neural Network: 0.0015349388122558594 seconds RMSE for Neural Network: 0.9558744305305003 MAE for Neural Network: 0.6817439330891107 Training time for Neural Network: 0.15015912055969238 seconds Testing time for Neural Network: 0.0005097389221191406 seconds RMSE for Neural Network: 0.22802429883200148 MAE for Neural Network: 0.17491067162470228 Training time for Neural Network: 0.5883700847625732 seconds Testing time for Neural Network: 0.0017600059509277344 seconds RMSE for Neural Network: 257.9022764388076 MAE for Neural Network: 198.39887453642248 Training time for Neural Network: 0.40410780906677246 seconds Testing time for Neural Network: 0.0005428791046142578 seconds RMSE for Neural Network: 0.47835249138236735 MAE for Neural Network: 0.3795454928620816 Training time for Neural Network: 0.4481329917907715 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 0.440022813046352 MAE for Neural Network: 0.3544313797363272 Training time for Neural Network: 0.20589804649353027 seconds Testing time for Neural Network: 0.0016171932220458984 seconds RMSE for Neural Network: 0.4820810670684017 MAE for Neural Network: 0.36160940895356525 Training time for Neural Network: 0.335690975189209 seconds Testing time for Neural Network: 0.0014002323150634766 seconds RMSE for Neural Network: 258.4030106436775 MAE for Neural Network: 199.04935351494242 Training time for Neural Network: 0.5625741481781006 seconds Testing time for Neural Network: 0.0022652149200439453 seconds RMSE for Neural Network: 0.8890528056904893 MAE for Neural Network: 0.7114603323505442 Training time for Neural Network: 0.5961120128631592 seconds Testing time for Neural Network: 0.0006318092346191406 seconds RMSE for Neural Network: 257.5598654886829 MAE for Neural Network: 197.95356408902674 Training time for Neural Network: 0.9538466930389404 seconds Testing time for Neural Network: 0.0005819797515869141 seconds RMSE for Neural Network: 257.1181470547903 MAE for Neural Network: 197.3784962195446 Training time for Neural Network: 0.24887895584106445 seconds Testing time for Neural Network: 0.0005419254302978516 seconds RMSE for Neural Network: 256.3564023962222 MAE for Neural Network: 196.38946648168258 Training time for Neural Network: 0.41519880294799805 seconds Testing time for Neural Network: 0.0005660057067871094 seconds RMSE for Neural Network: 0.439879240773506 MAE for Neural Network: 0.3597196084244749 Training time for Neural Network: 0.6775660514831543 seconds Testing time for Neural Network: 0.0005707740783691406 seconds RMSE for Neural Network: 256.12388720529447 MAE for Neural Network: 196.08888594335457 Training time for Neural Network: 0.47808408737182617 seconds Testing time for Neural Network: 0.0006020069122314453 seconds RMSE for Neural Network: 0.2307579585414566 MAE for Neural Network: 0.17946573428440504 Training time for Neural Network: 0.48969411849975586 seconds Testing time for Neural Network: 0.0005950927734375 seconds RMSE for Neural Network: 257.46718005492966 MAE for Neural Network: 197.8329548645462 Training time for Neural Network: 0.5145978927612305 seconds Testing time for Neural Network: 0.0032951831817626953 seconds RMSE for Neural Network: 256.13696210859376 MAE for Neural Network: 196.1057934358188 Training time for Neural Network: 0.3433551788330078 seconds Testing time for Neural Network: 0.0015099048614501953 seconds RMSE for Neural Network: 257.2131675514915 MAE for Neural Network: 197.50226020699523 Training time for Neural Network: 0.6870682239532471 seconds Testing time for Neural Network: 0.01151895523071289 seconds RMSE for Neural Network: 257.01470208060925 MAE for Neural Network: 197.24372312087482 Training time for Neural Network: 0.447620153427124 seconds Testing time for Neural Network: 0.0005567073822021484 seconds RMSE for Neural Network: 257.7824875818432 MAE for Neural Network: 198.24313387576163 Training time for Neural Network: 0.11817336082458496 seconds Testing time for Neural Network: 0.0004978179931640625 seconds RMSE for Neural Network: 255.8782367863321 MAE for Neural Network: 195.77329275970075 Training time for Neural Network: 0.9103679656982422 seconds Testing time for Neural Network: 0.0007729530334472656 seconds RMSE for Neural Network: 256.60727346953604 MAE for Neural Network: 196.7135611506151 Training time for Neural Network: 0.3853330612182617 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 256.52054890546015 MAE for Neural Network: 196.60154883783304 Training time for Neural Network: 0.1803278923034668 seconds Testing time for Neural Network: 0.0004639625549316406 seconds RMSE for Neural Network: 257.2869222312186 MAE for Neural Network: 197.59830357625327 Training time for Neural Network: 0.5365080833435059 seconds Testing time for Neural Network: 0.0013887882232666016 seconds RMSE for Neural Network: 0.28998870674533966 MAE for Neural Network: 0.23040473150275603 Training time for Neural Network: 0.5372271537780762 seconds Testing time for Neural Network: 0.0006549358367919922 seconds RMSE for Neural Network: 0.22493752794866778 MAE for Neural Network: 0.16467924752104188 Training time for Neural Network: 0.6899261474609375 seconds Testing time for Neural Network: 0.0006167888641357422 seconds RMSE for Neural Network: 256.71427005709364 MAE for Neural Network: 196.85209085998147 Training time for Neural Network: 1.24045991897583 seconds Testing time for Neural Network: 0.0006139278411865234 seconds RMSE for Neural Network: 256.32522264870227 MAE for Neural Network: 196.3491704880809 Training time for Neural Network: 0.17432069778442383 seconds Testing time for Neural Network: 0.0013880729675292969 seconds RMSE for Neural Network: 256.48674706997076 MAE for Neural Network: 196.55788362602968 Training time for Neural Network: 0.9024629592895508 seconds Testing time for Neural Network: 0.0005970001220703125 seconds RMSE for Neural Network: 0.3100559480639001 MAE for Neural Network: 0.2546985122479577 Training time for Neural Network: 0.48860788345336914 seconds Testing time for Neural Network: 0.0007090568542480469 seconds RMSE for Neural Network: 0.26351539912764516 MAE for Neural Network: 0.20078062010688436 Training time for Neural Network: 0.38828492164611816 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 256.7517199099259 MAE for Neural Network: 196.90114238035528 Training time for Neural Network: 0.12122011184692383 seconds Testing time for Neural Network: 0.0004398822784423828 seconds RMSE for Neural Network: 257.3320552584971 MAE for Neural Network: 197.65717446492778 Training time for Neural Network: 0.6178102493286133 seconds Testing time for Neural Network: 0.0022516250610351562 seconds RMSE for Neural Network: 0.5122367974723775 MAE for Neural Network: 0.4175306922149805 Training time for Neural Network: 0.4055047035217285 seconds Testing time for Neural Network: 0.0005640983581542969 seconds RMSE for Neural Network: 0.4762953875007699 MAE for Neural Network: 0.369720192074969 Training time for Neural Network: 0.13686108589172363 seconds Testing time for Neural Network: 0.0004527568817138672 seconds RMSE for Neural Network: 256.9452453356415 MAE for Neural Network: 197.1532102847758 Training time for Neural Network: 0.44317197799682617 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 0.20290580647648992 MAE for Neural Network: 0.15475780216572627 Training time for Neural Network: 0.13014912605285645 seconds Testing time for Neural Network: 0.0004439353942871094 seconds RMSE for Neural Network: 257.6039312161782 MAE for Neural Network: 198.01089516243658 Training time for Neural Network: 0.3656618595123291 seconds Testing time for Neural Network: 0.0005800724029541016 seconds RMSE for Neural Network: 11.883752095804683 MAE for Neural Network: 9.351247996222282 Training time for Neural Network: 0.5468101501464844 seconds Testing time for Neural Network: 0.0005867481231689453 seconds RMSE for Neural Network: 0.28977337688260546 MAE for Neural Network: 0.22176910512055503 Training time for Neural Network: 0.6099698543548584 seconds Testing time for Neural Network: 0.0005991458892822266 seconds RMSE for Neural Network: 0.18428023428444348 MAE for Neural Network: 0.14337132241570455 Training time for Neural Network: 0.35499000549316406 seconds Testing time for Neural Network: 0.00279998779296875 seconds RMSE for Neural Network: 257.23160124444405 MAE for Neural Network: 197.52626636419947 Training time for Neural Network: 0.5622508525848389 seconds Testing time for Neural Network: 0.0006341934204101562 seconds RMSE for Neural Network: 257.20884168879223 MAE for Neural Network: 197.49662647217593 Training time for Neural Network: 0.3868558406829834 seconds Testing time for Neural Network: 0.0013980865478515625 seconds RMSE for Neural Network: 256.48652424163197 MAE for Neural Network: 196.55759576296126 Training time for Neural Network: 0.46144890785217285 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 0.1281905682095939 MAE for Neural Network: 0.0962882787481545 Training time for Neural Network: 0.12280702590942383 seconds Testing time for Neural Network: 0.00045490264892578125 seconds RMSE for Neural Network: 0.8511773624418562 MAE for Neural Network: 0.6979542826571111 Training time for Neural Network: 0.5394809246063232 seconds Testing time for Neural Network: 0.0005540847778320312 seconds RMSE for Neural Network: 257.10322829573016 MAE for Neural Network: 197.35906167461962 Training time for Neural Network: 0.1783311367034912 seconds Testing time for Neural Network: 0.0013649463653564453 seconds RMSE for Neural Network: 0.3766853529791071 MAE for Neural Network: 0.2918192304053308 Training time for Neural Network: 0.5538833141326904 seconds Testing time for Neural Network: 0.0049610137939453125 seconds RMSE for Neural Network: 0.40955814716052 MAE for Neural Network: 0.3385660092955313 Training time for Neural Network: 0.40668606758117676 seconds Testing time for Neural Network: 0.0006968975067138672 seconds RMSE for Neural Network: 0.571302868526947 MAE for Neural Network: 0.47034897846862805 Training time for Neural Network: 0.44232702255249023 seconds Testing time for Neural Network: 0.0011942386627197266 seconds RMSE for Neural Network: 256.08906378710583 MAE for Neural Network: 196.04385191502817 Training time for Neural Network: 0.27211809158325195 seconds Testing time for Neural Network: 0.0007760524749755859 seconds RMSE for Neural Network: 0.30148430054607356 MAE for Neural Network: 0.22982561482463673 Training time for Neural Network: 0.24970793724060059 seconds Testing time for Neural Network: 0.0005729198455810547 seconds RMSE for Neural Network: 0.7780439447876716 MAE for Neural Network: 0.5659353572987613 Training time for Neural Network: 0.2904629707336426 seconds Testing time for Neural Network: 0.0005960464477539062 seconds RMSE for Neural Network: 256.96662781084086 MAE for Neural Network: 197.1811571406268 Training time for Neural Network: 1.8262519836425781 seconds Testing time for Neural Network: 0.001543283462524414 seconds RMSE for Neural Network: 0.25138880618351656 MAE for Neural Network: 0.20451800833668898 Training time for Neural Network: 0.6962580680847168 seconds Testing time for Neural Network: 0.0006649494171142578 seconds RMSE for Neural Network: 9.664763553104356 MAE for Neural Network: 7.661205919750009 Training time for Neural Network: 0.1339738368988037 seconds Testing time for Neural Network: 0.0005078315734863281 seconds RMSE for Neural Network: 256.2808191964982 MAE for Neural Network: 196.29177852087477 Training time for Neural Network: 0.5830361843109131 seconds Testing time for Neural Network: 0.0012969970703125 seconds RMSE for Neural Network: 0.3382604106587336 MAE for Neural Network: 0.27016650186966246 Training time for Neural Network: 0.47710108757019043 seconds Testing time for Neural Network: 0.0006668567657470703 seconds RMSE for Neural Network: 256.9375323036263 MAE for Neural Network: 197.14315796211906 Training time for Neural Network: 0.44222164154052734 seconds Testing time for Neural Network: 0.0006172657012939453 seconds RMSE for Neural Network: 256.2152566187205 MAE for Neural Network: 196.20702532857 Training time for Neural Network: 0.4846982955932617 seconds Testing time for Neural Network: 0.0034809112548828125 seconds RMSE for Neural Network: 0.2036441170130845 MAE for Neural Network: 0.1633648756646089 Training time for Neural Network: 0.5644657611846924 seconds Testing time for Neural Network: 0.0035779476165771484 seconds RMSE for Neural Network: 256.7478357714616 MAE for Neural Network: 196.89586181108385 Training time for Neural Network: 0.8453340530395508 seconds Testing time for Neural Network: 0.0006010532379150391 seconds RMSE for Neural Network: 0.299317048276406 MAE for Neural Network: 0.2352062246650582 Training time for Neural Network: 0.3966329097747803 seconds Testing time for Neural Network: 0.0017151832580566406 seconds RMSE for Neural Network: 256.8734274759304 MAE for Neural Network: 197.05960257808317 Training time for Neural Network: 0.3632211685180664 seconds Testing time for Neural Network: 0.0013480186462402344 seconds RMSE for Neural Network: 256.4876664887934 MAE for Neural Network: 196.55907138478037 Training time for Neural Network: 0.4118461608886719 seconds Testing time for Neural Network: 0.0005998611450195312 seconds RMSE for Neural Network: 0.29555750957677607 MAE for Neural Network: 0.23435833167310502 Training time for Neural Network: 0.4119720458984375 seconds Testing time for Neural Network: 0.0005550384521484375 seconds RMSE for Neural Network: 0.47458061198362367 MAE for Neural Network: 0.3812209141300069 Training time for Neural Network: 0.2281041145324707 seconds Testing time for Neural Network: 0.0008928775787353516 seconds RMSE for Neural Network: 256.4866044905337 MAE for Neural Network: 196.557699433346 Training time for Neural Network: 0.6039290428161621 seconds Testing time for Neural Network: 0.0007009506225585938 seconds RMSE for Neural Network: 0.528490467741686 MAE for Neural Network: 0.4304994855156472 Training time for Neural Network: 0.15572881698608398 seconds Testing time for Neural Network: 0.0004951953887939453 seconds RMSE for Neural Network: 0.6182383963735316 MAE for Neural Network: 0.48717839060973334 Training time for Neural Network: 0.14736700057983398 seconds Testing time for Neural Network: 0.0004978179931640625 seconds RMSE for Neural Network: 256.60554879099107 MAE for Neural Network: 196.7113338373521 Training time for Neural Network: 0.48780012130737305 seconds Testing time for Neural Network: 0.002065896987915039 seconds RMSE for Neural Network: 257.6210160460301 MAE for Neural Network: 198.03312130446483 Training time for Neural Network: 0.2678699493408203 seconds Testing time for Neural Network: 0.0011970996856689453 seconds RMSE for Neural Network: 0.618624248872995 MAE for Neural Network: 0.46992722974550455 Training time for Neural Network: 0.6095149517059326 seconds Testing time for Neural Network: 0.0007288455963134766 seconds RMSE for Neural Network: 256.2549199724426 MAE for Neural Network: 196.25830024366212 Training time for Neural Network: 0.747150182723999 seconds Testing time for Neural Network: 0.0015048980712890625 seconds RMSE for Neural Network: 0.20733897805682194 MAE for Neural Network: 0.16856622673897584 Training time for Neural Network: 0.5366010665893555 seconds Testing time for Neural Network: 0.003381013870239258 seconds RMSE for Neural Network: 256.45860286986345 MAE for Neural Network: 196.52152386219802 Training time for Neural Network: 0.6980330944061279 seconds Testing time for Neural Network: 0.0012907981872558594 seconds RMSE for Neural Network: 258.3700153245957 MAE for Neural Network: 199.0065175913388 Training time for Neural Network: 0.5385541915893555 seconds Testing time for Neural Network: 0.0006017684936523438 seconds RMSE for Neural Network: 257.12497942040636 MAE for Neural Network: 197.38739642374435 Training time for Neural Network: 0.5708160400390625 seconds Testing time for Neural Network: 0.0005922317504882812 seconds RMSE for Neural Network: 0.321536732529995 MAE for Neural Network: 0.2628237910941744 Training time for Neural Network: 0.1880042552947998 seconds Testing time for Neural Network: 0.0005609989166259766 seconds RMSE for Neural Network: 257.0376083401695 MAE for Neural Network: 197.2735697609652 Training time for Neural Network: 0.14433789253234863 seconds Testing time for Neural Network: 0.0005521774291992188 seconds RMSE for Neural Network: 257.630601729636 MAE for Neural Network: 198.04559114651937 Training time for Neural Network: 0.7828409671783447 seconds Testing time for Neural Network: 0.0056209564208984375 seconds RMSE for Neural Network: 258.1074446977713 MAE for Neural Network: 198.6655033804638 Training time for Neural Network: 0.5282399654388428 seconds Testing time for Neural Network: 0.0006110668182373047 seconds RMSE for Neural Network: 257.5519376175685 MAE for Neural Network: 197.94324892646353 Training time for Neural Network: 0.5909788608551025 seconds Testing time for Neural Network: 0.0006961822509765625 seconds RMSE for Neural Network: 0.22791988075178157 MAE for Neural Network: 0.18250650644173028 Training time for Neural Network: 0.44973087310791016 seconds Testing time for Neural Network: 0.00151824951171875 seconds RMSE for Neural Network: 257.628560416856 MAE for Neural Network: 198.04293566664174 Training time for Neural Network: 0.49709177017211914 seconds Testing time for Neural Network: 0.0013592243194580078 seconds RMSE for Neural Network: 256.68659435031157 MAE for Neural Network: 196.81599768352532 Training time for Neural Network: 0.4634239673614502 seconds Testing time for Neural Network: 0.001977205276489258 seconds RMSE for Neural Network: 257.96201191428014 MAE for Neural Network: 198.47651955801524 Training time for Neural Network: 0.4822201728820801 seconds Testing time for Neural Network: 0.0007190704345703125 seconds RMSE for Neural Network: 257.23867444596635 MAE for Neural Network: 197.5354774609308 Training time for Neural Network: 0.4695289134979248 seconds Testing time for Neural Network: 0.0005919933319091797 seconds RMSE for Neural Network: 257.07373625269696 MAE for Neural Network: 197.32064031905327 Training time for Neural Network: 0.5224337577819824 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 0.2914731782847044 MAE for Neural Network: 0.23687854701948047 Training time for Neural Network: 0.5886471271514893 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 0.19434676801320339 MAE for Neural Network: 0.15076109235717117 Training time for Neural Network: 0.4184391498565674 seconds Testing time for Neural Network: 0.0005781650543212891 seconds RMSE for Neural Network: 0.29130750302104247 MAE for Neural Network: 0.236820518761939 Training time for Neural Network: 0.41907715797424316 seconds Testing time for Neural Network: 0.0005960464477539062 seconds RMSE for Neural Network: 0.13971424395817605 MAE for Neural Network: 0.11095135614834482 Training time for Neural Network: 0.3519008159637451 seconds Testing time for Neural Network: 0.0010230541229248047 seconds RMSE for Neural Network: 257.2542644870628 MAE for Neural Network: 197.55577901387664 Training time for Neural Network: 0.36594319343566895 seconds Testing time for Neural Network: 0.0013587474822998047 seconds RMSE for Neural Network: 0.4840720175882028 MAE for Neural Network: 0.39749870564470086 Training time for Neural Network: 0.5899593830108643 seconds Testing time for Neural Network: 0.002425670623779297 seconds RMSE for Neural Network: 256.19658053315425 MAE for Neural Network: 196.18287982643088 Training time for Neural Network: 0.8828279972076416 seconds Testing time for Neural Network: 0.0006222724914550781 seconds RMSE for Neural Network: 0.16693212742457664 MAE for Neural Network: 0.13068405911501718 Training time for Neural Network: 0.47756099700927734 seconds Testing time for Neural Network: 0.0005898475646972656 seconds RMSE for Neural Network: 0.27151580645401185 MAE for Neural Network: 0.2139071398736498 Training time for Neural Network: 0.5135600566864014 seconds Testing time for Neural Network: 0.0006051063537597656 seconds RMSE for Neural Network: 0.3647552341168084 MAE for Neural Network: 0.28335717834029894 Training time for Neural Network: 0.3310730457305908 seconds Testing time for Neural Network: 0.001377105712890625 seconds RMSE for Neural Network: 0.39924940219678995 MAE for Neural Network: 0.31284934166985684 Training time for Neural Network: 0.4271218776702881 seconds Testing time for Neural Network: 0.0005910396575927734 seconds RMSE for Neural Network: 256.80084609585447 MAE for Neural Network: 196.96498110209012 Training time for Neural Network: 0.352567195892334 seconds Testing time for Neural Network: 0.0011448860168457031 seconds RMSE for Neural Network: 0.3198975667596955 MAE for Neural Network: 0.25749170395892146 Training time for Neural Network: 0.475693941116333 seconds Testing time for Neural Network: 0.0006012916564941406 seconds RMSE for Neural Network: 0.5254691256384068 MAE for Neural Network: 0.43097034889383906 Training time for Neural Network: 0.5075089931488037 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 0.4944222672279468 MAE for Neural Network: 0.3701263064790343 Training time for Neural Network: 0.4925248622894287 seconds Testing time for Neural Network: 0.0018541812896728516 seconds RMSE for Neural Network: 258.0408557282051 MAE for Neural Network: 198.57898290087084 Training time for Neural Network: 0.4018232822418213 seconds Testing time for Neural Network: 0.0005650520324707031 seconds RMSE for Neural Network: 0.178274096523574 MAE for Neural Network: 0.14861144057647593 Training time for Neural Network: 0.4340789318084717 seconds Testing time for Neural Network: 0.0011801719665527344 seconds RMSE for Neural Network: 0.15263369554124345 MAE for Neural Network: 0.12383492783865126 Training time for Neural Network: 0.3504929542541504 seconds Testing time for Neural Network: 0.0012133121490478516 seconds RMSE for Neural Network: 0.14631320729107447 MAE for Neural Network: 0.10683925040461112 Training time for Neural Network: 0.4799051284790039 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 0.28306015915408583 MAE for Neural Network: 0.22439014648200675 Training time for Neural Network: 0.4164431095123291 seconds Testing time for Neural Network: 0.0008342266082763672 seconds RMSE for Neural Network: 0.31451427137117993 MAE for Neural Network: 0.2638722014003607 Training time for Neural Network: 0.4610888957977295 seconds Testing time for Neural Network: 0.0005981922149658203 seconds RMSE for Neural Network: 256.3051881324978 MAE for Neural Network: 196.3232765151791 Training time for Neural Network: 0.3658430576324463 seconds Testing time for Neural Network: 0.0027298927307128906 seconds RMSE for Neural Network: 0.26747468594846374 MAE for Neural Network: 0.20474413377853132 Training time for Neural Network: 0.5276138782501221 seconds Testing time for Neural Network: 0.0022869110107421875 seconds RMSE for Neural Network: 0.2489402298115432 MAE for Neural Network: 0.19619815900341991 Training time for Neural Network: 0.4687957763671875 seconds Testing time for Neural Network: 0.0023500919342041016 seconds RMSE for Neural Network: 256.73871049553685 MAE for Neural Network: 196.8839625056116 Training time for Neural Network: 0.4165668487548828 seconds Testing time for Neural Network: 0.0005791187286376953 seconds RMSE for Neural Network: 0.28853025700220714 MAE for Neural Network: 0.22646377783831773 Training time for Neural Network: 0.4248030185699463 seconds Testing time for Neural Network: 0.0006330013275146484 seconds RMSE for Neural Network: 0.3769576534468843 MAE for Neural Network: 0.2979587438566147 Training time for Neural Network: 0.4087040424346924 seconds Testing time for Neural Network: 0.0005908012390136719 seconds RMSE for Neural Network: 257.5347458099678 MAE for Neural Network: 197.9208794554145 Training time for Neural Network: 0.3654630184173584 seconds Testing time for Neural Network: 0.0005919933319091797 seconds RMSE for Neural Network: 258.39190096531377 MAE for Neural Network: 199.03493087764397 Training time for Neural Network: 0.25905513763427734 seconds Testing time for Neural Network: 0.0022699832916259766 seconds RMSE for Neural Network: 258.0961200377418 MAE for Neural Network: 198.65079009039061 Training time for Neural Network: 0.31231188774108887 seconds Testing time for Neural Network: 0.0024080276489257812 seconds RMSE for Neural Network: 257.7874616641267 MAE for Neural Network: 198.24960180599 Training time for Neural Network: 0.32375121116638184 seconds Testing time for Neural Network: 0.0013427734375 seconds RMSE for Neural Network: 0.22264752857852163 MAE for Neural Network: 0.15862654782119495 Training time for Neural Network: 0.3377552032470703 seconds Testing time for Neural Network: 0.0014531612396240234 seconds RMSE for Neural Network: 258.06663929045897 MAE for Neural Network: 198.61248586046116 Training time for Neural Network: 0.32131195068359375 seconds Testing time for Neural Network: 0.002825021743774414 seconds RMSE for Neural Network: 258.1098424566488 MAE for Neural Network: 198.6686185536006 Training time for Neural Network: 0.2953462600708008 seconds Testing time for Neural Network: 0.0005688667297363281 seconds RMSE for Neural Network: 255.89887888384987 MAE for Neural Network: 195.79892420799507 Training time for Neural Network: 0.3631448745727539 seconds Testing time for Neural Network: 0.0005731582641601562 seconds RMSE for Neural Network: 256.5380321400547 MAE for Neural Network: 196.6241320946221 Training time for Neural Network: 0.3021728992462158 seconds Testing time for Neural Network: 0.0005249977111816406 seconds RMSE for Neural Network: 0.3153606789388853 MAE for Neural Network: 0.23175084410750826 Training time for Neural Network: 0.35707998275756836 seconds Testing time for Neural Network: 0.0013599395751953125 seconds RMSE for Neural Network: 256.82343914063574 MAE for Neural Network: 196.99443676668594 Training time for Neural Network: 0.38411426544189453 seconds Testing time for Neural Network: 0.002936840057373047 seconds RMSE for Neural Network: 258.29059171492304 MAE for Neural Network: 198.90339110594635 Training time for Neural Network: 0.37984180450439453 seconds Testing time for Neural Network: 0.0005769729614257812 seconds RMSE for Neural Network: 258.1756703177285 MAE for Neural Network: 198.75413447022532 Training time for Neural Network: 0.4294097423553467 seconds Testing time for Neural Network: 0.0021500587463378906 seconds RMSE for Neural Network: 257.4502022587537 MAE for Neural Network: 197.81085882244474 Training time for Neural Network: 0.43962693214416504 seconds Testing time for Neural Network: 0.001219034194946289 seconds RMSE for Neural Network: 0.21372569479061862 MAE for Neural Network: 0.165573562621764 Training time for Neural Network: 0.31978392601013184 seconds Testing time for Neural Network: 0.001310110092163086 seconds RMSE for Neural Network: 257.1621543999786 MAE for Neural Network: 197.43581964942038 Training time for Neural Network: 0.4325888156890869 seconds Testing time for Neural Network: 0.0018310546875 seconds RMSE for Neural Network: 258.3140920274305 MAE for Neural Network: 198.9339070268209 Training time for Neural Network: 0.3010897636413574 seconds Testing time for Neural Network: 0.0018889904022216797 seconds RMSE for Neural Network: 258.2336594774254 MAE for Neural Network: 198.82945484033021 Training time for Neural Network: 0.9806790351867676 seconds Testing time for Neural Network: 0.0006060600280761719 seconds RMSE for Neural Network: 0.6905902675072455 MAE for Neural Network: 0.4620679302417463 Training time for Neural Network: 0.44258594512939453 seconds Testing time for Neural Network: 0.0010900497436523438 seconds RMSE for Neural Network: 0.13790825137425244 MAE for Neural Network: 0.10839995592031304 Training time for Neural Network: 0.3836369514465332 seconds Testing time for Neural Network: 0.0016541481018066406 seconds RMSE for Neural Network: 0.2295442117084614 MAE for Neural Network: 0.18694769096120836 Training time for Neural Network: 0.25785398483276367 seconds Testing time for Neural Network: 0.000530242919921875 seconds RMSE for Neural Network: 0.4513752076450304 MAE for Neural Network: 0.3576617250416785 Training time for Neural Network: 0.500432014465332 seconds Testing time for Neural Network: 0.0005970001220703125 seconds RMSE for Neural Network: 257.6221163736236 MAE for Neural Network: 198.03455271700668 Training time for Neural Network: 0.1782689094543457 seconds Testing time for Neural Network: 0.0011630058288574219 seconds RMSE for Neural Network: 256.46008760618827 MAE for Neural Network: 196.52344207747166 Training time for Neural Network: 0.4375791549682617 seconds Testing time for Neural Network: 0.0014219284057617188 seconds RMSE for Neural Network: 0.2657885590767828 MAE for Neural Network: 0.20949033254588145 Training time for Neural Network: 0.39382386207580566 seconds Testing time for Neural Network: 0.002782106399536133 seconds RMSE for Neural Network: 0.38357639977166763 MAE for Neural Network: 0.31143845211207133 Training time for Neural Network: 0.504086971282959 seconds Testing time for Neural Network: 0.0014519691467285156 seconds RMSE for Neural Network: 257.1773687527797 MAE for Neural Network: 197.45563608973853 Training time for Neural Network: 0.3080611228942871 seconds Testing time for Neural Network: 0.0005450248718261719 seconds RMSE for Neural Network: 256.57706864273194 MAE for Neural Network: 196.6756664113018 Training time for Neural Network: 0.4831709861755371 seconds Testing time for Neural Network: 0.0014300346374511719 seconds RMSE for Neural Network: 257.88396410929704 MAE for Neural Network: 198.37506942588632 Training time for Neural Network: 0.44788503646850586 seconds Testing time for Neural Network: 0.0015878677368164062 seconds RMSE for Neural Network: 0.27306429725582143 MAE for Neural Network: 0.2212937030716306 Training time for Neural Network: 0.5245029926300049 seconds Testing time for Neural Network: 0.0006082057952880859 seconds RMSE for Neural Network: 256.0774049452462 MAE for Neural Network: 196.0287736055543 Training time for Neural Network: 0.4140610694885254 seconds Testing time for Neural Network: 0.001516103744506836 seconds RMSE for Neural Network: 0.35010755752010225 MAE for Neural Network: 0.28137492803940595 Training time for Neural Network: 0.26584410667419434 seconds Testing time for Neural Network: 0.0005440711975097656 seconds RMSE for Neural Network: 0.7158311031676956 MAE for Neural Network: 0.5658477231647491 Training time for Neural Network: 0.4254891872406006 seconds Testing time for Neural Network: 0.0010759830474853516 seconds RMSE for Neural Network: 257.04034000768405 MAE for Neural Network: 197.27712897410547 Training time for Neural Network: 0.41565799713134766 seconds Testing time for Neural Network: 0.0005688667297363281 seconds RMSE for Neural Network: 0.36401663856168415 MAE for Neural Network: 0.29224876850192166 Training time for Neural Network: 0.11730527877807617 seconds Testing time for Neural Network: 0.00043272972106933594 seconds RMSE for Neural Network: 255.90681171684693 MAE for Neural Network: 195.8072622909927 Training time for Neural Network: 0.15405488014221191 seconds Testing time for Neural Network: 0.0004088878631591797 seconds RMSE for Neural Network: 0.7993489121722556 MAE for Neural Network: 0.6267333149063014 Training time for Neural Network: 0.20210695266723633 seconds Testing time for Neural Network: 0.0025000572204589844 seconds RMSE for Neural Network: 1.1196018424037792 MAE for Neural Network: 0.8833676263563265 Training time for Neural Network: 0.4771409034729004 seconds Testing time for Neural Network: 0.0017189979553222656 seconds RMSE for Neural Network: 0.285542964555455 MAE for Neural Network: 0.22460270043358363 Training time for Neural Network: 0.22913789749145508 seconds Testing time for Neural Network: 0.0004870891571044922 seconds RMSE for Neural Network: 255.8488032505018 MAE for Neural Network: 195.73674238210143 Training time for Neural Network: 0.4559328556060791 seconds Testing time for Neural Network: 0.0005640983581542969 seconds RMSE for Neural Network: 257.2590521579362 MAE for Neural Network: 197.56201340895413 Training time for Neural Network: 0.4352240562438965 seconds Testing time for Neural Network: 0.0006008148193359375 seconds RMSE for Neural Network: 258.4690225605022 MAE for Neural Network: 199.13504173897024 Training time for Neural Network: 0.46317291259765625 seconds Testing time for Neural Network: 0.0007700920104980469 seconds RMSE for Neural Network: 258.2231709236742 MAE for Neural Network: 198.8158324351385 Training time for Neural Network: 0.42726898193359375 seconds Testing time for Neural Network: 0.0052301883697509766 seconds RMSE for Neural Network: 0.5389415563194364 MAE for Neural Network: 0.3955938212495178 Training time for Neural Network: 0.507152795791626 seconds Testing time for Neural Network: 0.0014979839324951172 seconds RMSE for Neural Network: 256.7987713693745 MAE for Neural Network: 196.96227608813894 Training time for Neural Network: 0.3482680320739746 seconds Testing time for Neural Network: 0.002298116683959961 seconds RMSE for Neural Network: 0.45837651878957725 MAE for Neural Network: 0.35933498395692526 Training time for Neural Network: 0.438201904296875 seconds Testing time for Neural Network: 0.0005800724029541016 seconds RMSE for Neural Network: 256.2155922034894 MAE for Neural Network: 196.20745918022843 Training time for Neural Network: 0.42837095260620117 seconds Testing time for Neural Network: 0.0005910396575927734 seconds RMSE for Neural Network: 0.29728880297149535 MAE for Neural Network: 0.22785099899768135 Training time for Neural Network: 0.266495943069458 seconds Testing time for Neural Network: 0.0008609294891357422 seconds RMSE for Neural Network: 0.370572177175266 MAE for Neural Network: 0.2775563339305265 Training time for Neural Network: 0.47782397270202637 seconds Testing time for Neural Network: 0.004736900329589844 seconds RMSE for Neural Network: 256.80473435746705 MAE for Neural Network: 196.97005054933916 Training time for Neural Network: 0.48932814598083496 seconds Testing time for Neural Network: 0.0006248950958251953 seconds RMSE for Neural Network: 0.21553121272774922 MAE for Neural Network: 0.17180873042016104 Training time for Neural Network: 0.3646371364593506 seconds Testing time for Neural Network: 0.0009448528289794922 seconds RMSE for Neural Network: 0.176886205621895 MAE for Neural Network: 0.12848394795565884 Training time for Neural Network: 0.47343993186950684 seconds Testing time for Neural Network: 0.0005931854248046875 seconds RMSE for Neural Network: 256.021461313284 MAE for Neural Network: 195.95641529513938 Training time for Neural Network: 0.39745402336120605 seconds Testing time for Neural Network: 0.0005879402160644531 seconds RMSE for Neural Network: 0.3513660773095361 MAE for Neural Network: 0.278080315146446 Training time for Neural Network: 0.13166522979736328 seconds Testing time for Neural Network: 0.0011489391326904297 seconds RMSE for Neural Network: 0.35137375699203044 MAE for Neural Network: 0.26059735047310406 Training time for Neural Network: 0.4675178527832031 seconds Testing time for Neural Network: 0.0005908012390136719 seconds RMSE for Neural Network: 0.19187314359490115 MAE for Neural Network: 0.14973644305614425 Training time for Neural Network: 0.3810138702392578 seconds Testing time for Neural Network: 0.000576019287109375 seconds RMSE for Neural Network: 256.3412331993484 MAE for Neural Network: 196.36986258917906 Training time for Neural Network: 0.4181649684906006 seconds Testing time for Neural Network: 0.0015020370483398438 seconds RMSE for Neural Network: 0.20466193362133994 MAE for Neural Network: 0.15928046748412722 Training time for Neural Network: 0.9472541809082031 seconds Testing time for Neural Network: 0.0006618499755859375 seconds RMSE for Neural Network: 255.9926565621549 MAE for Neural Network: 195.91915444936677 Training time for Neural Network: 0.31369709968566895 seconds Testing time for Neural Network: 0.0013568401336669922 seconds RMSE for Neural Network: 257.8568123059421 MAE for Neural Network: 198.33977129557718 Training time for Neural Network: 0.48578906059265137 seconds Testing time for Neural Network: 0.0015807151794433594 seconds RMSE for Neural Network: 258.2170867837101 MAE for Neural Network: 198.80793025446968 Training time for Neural Network: 0.37799501419067383 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 258.0950290262226 MAE for Neural Network: 198.64937259666013 Training time for Neural Network: 0.39090776443481445 seconds Testing time for Neural Network: 0.0013129711151123047 seconds RMSE for Neural Network: 0.15659918627883984 MAE for Neural Network: 0.12039170737254429 Training time for Neural Network: 0.37602996826171875 seconds Testing time for Neural Network: 0.002271890640258789 seconds RMSE for Neural Network: 256.44821250960166 MAE for Neural Network: 196.50809974651057 Training time for Neural Network: 0.42205119132995605 seconds Testing time for Neural Network: 0.0014178752899169922 seconds RMSE for Neural Network: 0.2096189715463811 MAE for Neural Network: 0.1724301101488198 Training time for Neural Network: 0.4044780731201172 seconds Testing time for Neural Network: 0.0006120204925537109 seconds RMSE for Neural Network: 258.3505887906106 MAE for Neural Network: 198.9812954864229 Training time for Neural Network: 0.3868899345397949 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 256.946923067708 MAE for Neural Network: 197.1553968294113 Training time for Neural Network: 0.46009397506713867 seconds Testing time for Neural Network: 0.0006260871887207031 seconds RMSE for Neural Network: 0.2578946189261504 MAE for Neural Network: 0.19174945987552086 Training time for Neural Network: 0.2930622100830078 seconds Testing time for Neural Network: 0.0005087852478027344 seconds RMSE for Neural Network: 256.4699554427384 MAE for Neural Network: 196.53619069818657 Training time for Neural Network: 0.3017559051513672 seconds Testing time for Neural Network: 0.002624034881591797 seconds RMSE for Neural Network: 257.9614078722665 MAE for Neural Network: 198.475734477648 Training time for Neural Network: 0.4476180076599121 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 255.9985380942454 MAE for Neural Network: 195.92676284004926 Training time for Neural Network: 0.2587289810180664 seconds Testing time for Neural Network: 0.0005381107330322266 seconds RMSE for Neural Network: 258.1068913423147 MAE for Neural Network: 198.6647844571188 Training time for Neural Network: 0.414351224899292 seconds Testing time for Neural Network: 0.001813650131225586 seconds RMSE for Neural Network: 0.20448043174551458 MAE for Neural Network: 0.15168231377019098 Training time for Neural Network: 0.3757140636444092 seconds Testing time for Neural Network: 0.0005881786346435547 seconds RMSE for Neural Network: 7.027133012085217 MAE for Neural Network: 5.445080869686365 Training time for Neural Network: 0.43181300163269043 seconds Testing time for Neural Network: 0.0006301403045654297 seconds RMSE for Neural Network: 257.8942040688637 MAE for Neural Network: 198.3883810038096 Training time for Neural Network: 0.4925708770751953 seconds Testing time for Neural Network: 0.001493215560913086 seconds RMSE for Neural Network: 0.2903675492532652 MAE for Neural Network: 0.21579413350268759 Training time for Neural Network: 0.5323488712310791 seconds Testing time for Neural Network: 0.002629995346069336 seconds RMSE for Neural Network: 257.3228964609902 MAE for Neural Network: 197.6451422830156 Training time for Neural Network: 0.5427589416503906 seconds Testing time for Neural Network: 0.0026290416717529297 seconds RMSE for Neural Network: 257.7948944485191 MAE for Neural Network: 198.25926669067223 Training time for Neural Network: 1.2004480361938477 seconds Testing time for Neural Network: 0.027903079986572266 seconds RMSE for Neural Network: 257.11243315205945 MAE for Neural Network: 197.37105285824526 Training time for Neural Network: 0.9579019546508789 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 0.17352777762831598 MAE for Neural Network: 0.12897092106964209 Training time for Neural Network: 0.4294860363006592 seconds Testing time for Neural Network: 0.0005919933319091797 seconds RMSE for Neural Network: 258.3583012275144 MAE for Neural Network: 198.99130895133857 Training time for Neural Network: 0.6417508125305176 seconds Testing time for Neural Network: 0.005802154541015625 seconds RMSE for Neural Network: 0.25407683336616277 MAE for Neural Network: 0.19034376331770717 Training time for Neural Network: 0.6482629776000977 seconds Testing time for Neural Network: 0.0014770030975341797 seconds RMSE for Neural Network: 258.31783567769213 MAE for Neural Network: 198.93876810266806 Training time for Neural Network: 0.42940807342529297 seconds Testing time for Neural Network: 0.0006420612335205078 seconds RMSE for Neural Network: 256.3512623481662 MAE for Neural Network: 196.38282383852905 Training time for Neural Network: 0.5130338668823242 seconds Testing time for Neural Network: 0.0014688968658447266 seconds RMSE for Neural Network: 256.509803216089 MAE for Neural Network: 196.58766799440528 Training time for Neural Network: 0.4053318500518799 seconds Testing time for Neural Network: 0.0005919933319091797 seconds RMSE for Neural Network: 0.20047721645118102 MAE for Neural Network: 0.160883026513631 Training time for Neural Network: 0.48412084579467773 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 0.20542112134501933 MAE for Neural Network: 0.15679448069277135 Training time for Neural Network: 0.5281920433044434 seconds Testing time for Neural Network: 0.0005769729614257812 seconds RMSE for Neural Network: 0.14730403598935235 MAE for Neural Network: 0.11316151953982594 Training time for Neural Network: 0.34853291511535645 seconds Testing time for Neural Network: 0.0005922317504882812 seconds RMSE for Neural Network: 255.97376081423408 MAE for Neural Network: 195.89470994195355 Training time for Neural Network: 0.5166070461273193 seconds Testing time for Neural Network: 0.0006928443908691406 seconds RMSE for Neural Network: 256.4038044383223 MAE for Neural Network: 196.4507211891738 Training time for Neural Network: 0.9366207122802734 seconds Testing time for Neural Network: 0.000823974609375 seconds RMSE for Neural Network: 0.4867812639539742 MAE for Neural Network: 0.3970145092189009 Training time for Neural Network: 0.5851600170135498 seconds Testing time for Neural Network: 0.003281116485595703 seconds RMSE for Neural Network: 0.8970277528586609 MAE for Neural Network: 0.7130154921161025 Training time for Neural Network: 0.3734121322631836 seconds Testing time for Neural Network: 0.0006086826324462891 seconds RMSE for Neural Network: 0.29025402152581825 MAE for Neural Network: 0.23059525598511157 Training time for Neural Network: 0.26868224143981934 seconds Testing time for Neural Network: 0.0012958049774169922 seconds RMSE for Neural Network: 258.038558299148 MAE for Neural Network: 198.5759975276539 Training time for Neural Network: 0.6313529014587402 seconds Testing time for Neural Network: 0.0039730072021484375 seconds RMSE for Neural Network: 255.90214453701412 MAE for Neural Network: 195.80297905999726 Training time for Neural Network: 0.6030161380767822 seconds Testing time for Neural Network: 0.002234935760498047 seconds RMSE for Neural Network: 0.23268266110220598 MAE for Neural Network: 0.18116950120032826 Training time for Neural Network: 0.817328929901123 seconds Testing time for Neural Network: 0.0006649494171142578 seconds RMSE for Neural Network: 0.22364533544849782 MAE for Neural Network: 0.1682446980401815 Training time for Neural Network: 0.8157267570495605 seconds Testing time for Neural Network: 0.004007816314697266 seconds RMSE for Neural Network: 257.86236446701406 MAE for Neural Network: 198.34698947430286 Training time for Neural Network: 1.0216081142425537 seconds Testing time for Neural Network: 0.004086971282958984 seconds RMSE for Neural Network: 257.20907271032996 MAE for Neural Network: 197.49692734194068 Training time for Neural Network: 1.1273760795593262 seconds Testing time for Neural Network: 0.0016739368438720703 seconds RMSE for Neural Network: 256.31877242662654 MAE for Neural Network: 196.34083393747937 Training time for Neural Network: 0.828315019607544 seconds Testing time for Neural Network: 0.0007810592651367188 seconds RMSE for Neural Network: 258.44571412711684 MAE for Neural Network: 199.10478742530373 Training time for Neural Network: 1.2498817443847656 seconds Testing time for Neural Network: 0.0029251575469970703 seconds RMSE for Neural Network: 256.41919171775515 MAE for Neural Network: 196.47060349911084 Training time for Neural Network: 1.5327742099761963 seconds Testing time for Neural Network: 0.0013430118560791016 seconds RMSE for Neural Network: 0.2032739846445641 MAE for Neural Network: 0.16318379129100616 Training time for Neural Network: 0.8661551475524902 seconds Testing time for Neural Network: 0.0007748603820800781 seconds RMSE for Neural Network: 0.5021673969140192 MAE for Neural Network: 0.40423418200811945 Training time for Neural Network: 0.9937548637390137 seconds Testing time for Neural Network: 0.0013949871063232422 seconds RMSE for Neural Network: 257.1774827961796 MAE for Neural Network: 197.45578462627847 Training time for Neural Network: 1.0843760967254639 seconds Testing time for Neural Network: 0.000598907470703125 seconds RMSE for Neural Network: 0.455129082997603 MAE for Neural Network: 0.3588722520738955 Training time for Neural Network: 0.8938391208648682 seconds Testing time for Neural Network: 0.002688884735107422 seconds RMSE for Neural Network: 0.5228797937256138 MAE for Neural Network: 0.4273689407303889 Training time for Neural Network: 0.7687969207763672 seconds Testing time for Neural Network: 0.0013680458068847656 seconds RMSE for Neural Network: 256.08596644604825 MAE for Neural Network: 196.03984618993374 Training time for Neural Network: 0.7647309303283691 seconds Testing time for Neural Network: 0.0017998218536376953 seconds RMSE for Neural Network: 0.17736648312239237 MAE for Neural Network: 0.1388632662559528 Training time for Neural Network: 1.2689208984375 seconds Testing time for Neural Network: 0.0006222724914550781 seconds RMSE for Neural Network: 0.26442310825361937 MAE for Neural Network: 0.21450292977100469 Training time for Neural Network: 0.789038896560669 seconds Testing time for Neural Network: 0.0011830329895019531 seconds RMSE for Neural Network: 0.21275951368375334 MAE for Neural Network: 0.16605150583745057 Training time for Neural Network: 0.8185288906097412 seconds Testing time for Neural Network: 0.000926971435546875 seconds RMSE for Neural Network: 257.4045774900045 MAE for Neural Network: 197.7514746792239 Training time for Neural Network: 0.7164061069488525 seconds Testing time for Neural Network: 0.0008177757263183594 seconds RMSE for Neural Network: 258.0651879732456 MAE for Neural Network: 198.61060009140144 Training time for Neural Network: 0.1420583724975586 seconds Testing time for Neural Network: 0.00046896934509277344 seconds RMSE for Neural Network: 257.93606951973123 MAE for Neural Network: 198.44280078724856 Training time for Neural Network: 0.7748029232025146 seconds Testing time for Neural Network: 0.0010628700256347656 seconds RMSE for Neural Network: 256.24056900929264 MAE for Neural Network: 196.2397486407304 Training time for Neural Network: 0.7365140914916992 seconds Testing time for Neural Network: 0.005224943161010742 seconds RMSE for Neural Network: 256.32432387503695 MAE for Neural Network: 196.34800888234014 Training time for Neural Network: 0.5738751888275146 seconds Testing time for Neural Network: 0.0015540122985839844 seconds RMSE for Neural Network: 0.609385599540145 MAE for Neural Network: 0.4790585003780376 Training time for Neural Network: 0.8278069496154785 seconds Testing time for Neural Network: 0.00066375732421875 seconds RMSE for Neural Network: 0.4043347194770812 MAE for Neural Network: 0.27344212281900687 Training time for Neural Network: 0.6850612163543701 seconds Testing time for Neural Network: 0.0010769367218017578 seconds RMSE for Neural Network: 255.96531169793164 MAE for Neural Network: 195.8837793192188 Training time for Neural Network: 0.8613121509552002 seconds Testing time for Neural Network: 0.006220102310180664 seconds RMSE for Neural Network: 256.6736279512087 MAE for Neural Network: 196.79924579446975 Training time for Neural Network: 0.7740721702575684 seconds Testing time for Neural Network: 0.001149892807006836 seconds RMSE for Neural Network: 256.5036694453719 MAE for Neural Network: 196.57974445631237 Training time for Neural Network: 0.6558897495269775 seconds Testing time for Neural Network: 0.0006251335144042969 seconds RMSE for Neural Network: 257.30570417543345 MAE for Neural Network: 197.62275837113413 Training time for Neural Network: 0.6542651653289795 seconds Testing time for Neural Network: 0.0014607906341552734 seconds RMSE for Neural Network: 255.93069149199587 MAE for Neural Network: 195.8409104820447 Training time for Neural Network: 0.14395713806152344 seconds Testing time for Neural Network: 0.0005137920379638672 seconds RMSE for Neural Network: 256.4087234593661 MAE for Neural Network: 196.45707727738912 Training time for Neural Network: 0.543914794921875 seconds Testing time for Neural Network: 0.0022542476654052734 seconds RMSE for Neural Network: 256.91554379712585 MAE for Neural Network: 197.11449938949926 Training time for Neural Network: 0.5471980571746826 seconds Testing time for Neural Network: 0.0005977153778076172 seconds RMSE for Neural Network: 256.3795690024568 MAE for Neural Network: 196.4194042402606 Training time for Neural Network: 0.5786290168762207 seconds Testing time for Neural Network: 0.0007228851318359375 seconds RMSE for Neural Network: 0.17433338643344498 MAE for Neural Network: 0.12617932366410947 Training time for Neural Network: 0.6300830841064453 seconds Testing time for Neural Network: 0.00436711311340332 seconds RMSE for Neural Network: 0.2709818161994816 MAE for Neural Network: 0.20308650619775712 Training time for Neural Network: 0.618077278137207 seconds Testing time for Neural Network: 0.00084686279296875 seconds RMSE for Neural Network: 257.47854668267007 MAE for Neural Network: 197.84774759096936 Training time for Neural Network: 0.24095416069030762 seconds Testing time for Neural Network: 0.0032918453216552734 seconds RMSE for Neural Network: 1.0814347590491509 MAE for Neural Network: 0.6200411463322021 Training time for Neural Network: 0.5209121704101562 seconds Testing time for Neural Network: 0.0006270408630371094 seconds RMSE for Neural Network: 0.2171489198367582 MAE for Neural Network: 0.1728684060975003 Training time for Neural Network: 0.6189501285552979 seconds Testing time for Neural Network: 0.0008349418640136719 seconds RMSE for Neural Network: 0.30995197241505035 MAE for Neural Network: 0.23865954144055437 Training time for Neural Network: 0.628680944442749 seconds Testing time for Neural Network: 0.0007789134979248047 seconds RMSE for Neural Network: 256.44465456947546 MAE for Neural Network: 196.50350287864953 Training time for Neural Network: 0.6336150169372559 seconds Testing time for Neural Network: 0.0006458759307861328 seconds RMSE for Neural Network: 258.38837803893125 MAE for Neural Network: 199.03035730910406 Training time for Neural Network: 0.1911320686340332 seconds Testing time for Neural Network: 0.0021071434020996094 seconds RMSE for Neural Network: 257.33761025515076 MAE for Neural Network: 197.6642984376083 Training time for Neural Network: 1.0640802383422852 seconds Testing time for Neural Network: 0.0017480850219726562 seconds RMSE for Neural Network: 0.20311908739299686 MAE for Neural Network: 0.1545323168072097 Training time for Neural Network: 0.5967609882354736 seconds Testing time for Neural Network: 0.0018281936645507812 seconds RMSE for Neural Network: 257.32404143470706 MAE for Neural Network: 197.64663297230953 Training time for Neural Network: 0.6404871940612793 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 0.18475412689790885 MAE for Neural Network: 0.1475803045435103 Training time for Neural Network: 0.7101247310638428 seconds Testing time for Neural Network: 0.0015642642974853516 seconds RMSE for Neural Network: 0.5109619152468753 MAE for Neural Network: 0.4058361056111828 Training time for Neural Network: 0.6867091655731201 seconds Testing time for Neural Network: 0.0008780956268310547 seconds RMSE for Neural Network: 0.43473578143550007 MAE for Neural Network: 0.34554062651529427 Training time for Neural Network: 0.6724779605865479 seconds Testing time for Neural Network: 0.0013828277587890625 seconds RMSE for Neural Network: 0.12731571531260671 MAE for Neural Network: 0.10206955050896407 Training time for Neural Network: 0.597327709197998 seconds Testing time for Neural Network: 0.0006301403045654297 seconds RMSE for Neural Network: 257.6659016655606 MAE for Neural Network: 198.09150942462517 Training time for Neural Network: 0.604511022567749 seconds Testing time for Neural Network: 0.0008108615875244141 seconds RMSE for Neural Network: 0.22597283806766388 MAE for Neural Network: 0.17349468838243706 Training time for Neural Network: 0.5306529998779297 seconds Testing time for Neural Network: 0.0007998943328857422 seconds RMSE for Neural Network: 258.1179655374249 MAE for Neural Network: 198.6791719284617 Training time for Neural Network: 0.533174991607666 seconds Testing time for Neural Network: 0.0008499622344970703 seconds RMSE for Neural Network: 0.3684000865182705 MAE for Neural Network: 0.2980308358334587 Training time for Neural Network: 0.593256950378418 seconds Testing time for Neural Network: 0.0018601417541503906 seconds RMSE for Neural Network: 258.41049098049814 MAE for Neural Network: 199.05906428440306 Training time for Neural Network: 0.12054991722106934 seconds Testing time for Neural Network: 0.0012562274932861328 seconds RMSE for Neural Network: 257.8568621690477 MAE for Neural Network: 198.33983612140872 Training time for Neural Network: 0.5220417976379395 seconds Testing time for Neural Network: 0.0006430149078369141 seconds RMSE for Neural Network: 257.49467561207365 MAE for Neural Network: 197.86873728198455 Training time for Neural Network: 0.5064711570739746 seconds Testing time for Neural Network: 0.0008258819580078125 seconds RMSE for Neural Network: 0.4681292809523181 MAE for Neural Network: 0.3717499257980135 Training time for Neural Network: 0.5569469928741455 seconds Testing time for Neural Network: 0.0010790824890136719 seconds RMSE for Neural Network: 257.82874133844865 MAE for Neural Network: 198.30327552808774 Training time for Neural Network: 0.5838310718536377 seconds Testing time for Neural Network: 0.0009059906005859375 seconds RMSE for Neural Network: 256.9487356009167 MAE for Neural Network: 197.15775904566829 Training time for Neural Network: 0.5478661060333252 seconds Testing time for Neural Network: 0.0008800029754638672 seconds RMSE for Neural Network: 257.4758701543741 MAE for Neural Network: 197.8442643514138 Training time for Neural Network: 0.5072147846221924 seconds Testing time for Neural Network: 0.0017561912536621094 seconds RMSE for Neural Network: 256.265733795452 MAE for Neural Network: 196.27227887383867 Training time for Neural Network: 0.5205309391021729 seconds Testing time for Neural Network: 0.0008151531219482422 seconds RMSE for Neural Network: 257.7457423651652 MAE for Neural Network: 198.19535043075584 Training time for Neural Network: 0.21336698532104492 seconds Testing time for Neural Network: 0.001230001449584961 seconds RMSE for Neural Network: 256.23937534577874 MAE for Neural Network: 196.2382055495191 Training time for Neural Network: 0.5947840213775635 seconds Testing time for Neural Network: 0.0009081363677978516 seconds RMSE for Neural Network: 255.84170370045734 MAE for Neural Network: 195.7279257599215 Training time for Neural Network: 0.44700098037719727 seconds Testing time for Neural Network: 0.0013530254364013672 seconds RMSE for Neural Network: 257.6274950489414 MAE for Neural Network: 198.04154975709596 Training time for Neural Network: 0.49054598808288574 seconds Testing time for Neural Network: 0.0010008811950683594 seconds RMSE for Neural Network: 0.8146093714168205 MAE for Neural Network: 0.6115531095460528 Training time for Neural Network: 0.5289719104766846 seconds Testing time for Neural Network: 0.0023660659790039062 seconds RMSE for Neural Network: 0.2882114857029259 MAE for Neural Network: 0.2164720923265525 Training time for Neural Network: 0.5245230197906494 seconds Testing time for Neural Network: 0.0017440319061279297 seconds RMSE for Neural Network: 0.19245852287273704 MAE for Neural Network: 0.15496690454152326 Training time for Neural Network: 0.5847327709197998 seconds Testing time for Neural Network: 0.002070903778076172 seconds RMSE for Neural Network: 0.26920176341958535 MAE for Neural Network: 0.20071754665064312 Training time for Neural Network: 0.5708520412445068 seconds Testing time for Neural Network: 0.001402139663696289 seconds RMSE for Neural Network: 258.35206843351835 MAE for Neural Network: 198.98321660099205 Training time for Neural Network: 0.5132999420166016 seconds Testing time for Neural Network: 0.0008521080017089844 seconds RMSE for Neural Network: 0.5381107861325467 MAE for Neural Network: 0.4221897953615553 Training time for Neural Network: 1.1981468200683594 seconds Testing time for Neural Network: 0.0013880729675292969 seconds RMSE for Neural Network: 0.29307752940341486 MAE for Neural Network: 0.23984472613770452 Training time for Neural Network: 0.430772066116333 seconds Testing time for Neural Network: 0.0013229846954345703 seconds RMSE for Neural Network: 0.34599181873942675 MAE for Neural Network: 0.27260898069497663 Training time for Neural Network: 0.6102569103240967 seconds Testing time for Neural Network: 0.0009398460388183594 seconds RMSE for Neural Network: 256.988045272351 MAE for Neural Network: 197.20898721382832 Training time for Neural Network: 0.20992803573608398 seconds Testing time for Neural Network: 0.001291036605834961 seconds RMSE for Neural Network: 0.7970505409364325 MAE for Neural Network: 0.6623314697562046 Training time for Neural Network: 0.5955820083618164 seconds Testing time for Neural Network: 0.000865936279296875 seconds RMSE for Neural Network: 0.21210889215298562 MAE for Neural Network: 0.16602572162589319 Training time for Neural Network: 0.5687589645385742 seconds Testing time for Neural Network: 0.0013611316680908203 seconds RMSE for Neural Network: 0.2739301864997367 MAE for Neural Network: 0.21787926071871222 Training time for Neural Network: 0.5224189758300781 seconds Testing time for Neural Network: 0.0009090900421142578 seconds RMSE for Neural Network: 257.515281698786 MAE for Neural Network: 197.89555208090226 Training time for Neural Network: 0.4968991279602051 seconds Testing time for Neural Network: 0.0008108615875244141 seconds RMSE for Neural Network: 0.2388203094047663 MAE for Neural Network: 0.18969440483532538 Training time for Neural Network: 0.4964289665222168 seconds Testing time for Neural Network: 0.0006561279296875 seconds RMSE for Neural Network: 0.27941801694987756 MAE for Neural Network: 0.21361336753943974 Training time for Neural Network: 0.5339581966400146 seconds Testing time for Neural Network: 0.00140380859375 seconds RMSE for Neural Network: 0.28407906886462364 MAE for Neural Network: 0.2260811114127852 Training time for Neural Network: 0.7014272212982178 seconds Testing time for Neural Network: 0.0008800029754638672 seconds RMSE for Neural Network: 0.17136606995777406 MAE for Neural Network: 0.1436709415108934 Training time for Neural Network: 0.5933840274810791 seconds Testing time for Neural Network: 0.001039743423461914 seconds RMSE for Neural Network: 258.27888024762996 MAE for Neural Network: 198.88818267300238 Training time for Neural Network: 0.493649959564209 seconds Testing time for Neural Network: 0.0011260509490966797 seconds RMSE for Neural Network: 0.2289749664374585 MAE for Neural Network: 0.1670395980568649 Training time for Neural Network: 0.36965084075927734 seconds Testing time for Neural Network: 0.0007889270782470703 seconds RMSE for Neural Network: 0.43519482105496704 MAE for Neural Network: 0.33758264952937195 Training time for Neural Network: 0.5616400241851807 seconds Testing time for Neural Network: 0.0007660388946533203 seconds RMSE for Neural Network: 0.2385219319070788 MAE for Neural Network: 0.1890683286161243 Training time for Neural Network: 0.5710971355438232 seconds Testing time for Neural Network: 0.0008828639984130859 seconds RMSE for Neural Network: 257.2796426522837 MAE for Neural Network: 197.58882495800927 Training time for Neural Network: 0.50140380859375 seconds Testing time for Neural Network: 0.0013570785522460938 seconds RMSE for Neural Network: 258.4272983938478 MAE for Neural Network: 199.0808825079466 Training time for Neural Network: 0.6229610443115234 seconds Testing time for Neural Network: 0.0067861080169677734 seconds RMSE for Neural Network: 257.5471627083667 MAE for Neural Network: 197.93703605977814 Training time for Neural Network: 0.5810799598693848 seconds Testing time for Neural Network: 0.0007710456848144531 seconds RMSE for Neural Network: 257.39871729249285 MAE for Neural Network: 197.74384665223002 Training time for Neural Network: 0.6557528972625732 seconds Testing time for Neural Network: 0.0006458759307861328 seconds RMSE for Neural Network: 0.15126746876985203 MAE for Neural Network: 0.110147394840318 Training time for Neural Network: 0.541755199432373 seconds Testing time for Neural Network: 0.0014069080352783203 seconds RMSE for Neural Network: 256.6139637466499 MAE for Neural Network: 196.7222011209795 Training time for Neural Network: 0.6433179378509521 seconds Testing time for Neural Network: 0.0007929801940917969 seconds RMSE for Neural Network: 0.2223015486430408 MAE for Neural Network: 0.1511174160110916 Training time for Neural Network: 0.5973548889160156 seconds Testing time for Neural Network: 0.0008070468902587891 seconds RMSE for Neural Network: 256.7555742857095 MAE for Neural Network: 196.90595255548894 Training time for Neural Network: 0.7377119064331055 seconds Testing time for Neural Network: 0.0008599758148193359 seconds RMSE for Neural Network: 257.0186222876203 MAE for Neural Network: 197.2488312452737 Training time for Neural Network: 0.5656869411468506 seconds Testing time for Neural Network: 0.0014801025390625 seconds RMSE for Neural Network: 255.8810540123527 MAE for Neural Network: 195.77679101683094 Training time for Neural Network: 0.6246950626373291 seconds Testing time for Neural Network: 0.001371145248413086 seconds RMSE for Neural Network: 257.3386432819616 MAE for Neural Network: 197.66564332528978 Training time for Neural Network: 0.5564539432525635 seconds Testing time for Neural Network: 0.0008370876312255859 seconds RMSE for Neural Network: 0.31835069717925324 MAE for Neural Network: 0.2509105126099767 Training time for Neural Network: 0.9038112163543701 seconds Testing time for Neural Network: 0.005137920379638672 seconds RMSE for Neural Network: 256.05870309200867 MAE for Neural Network: 196.00458559894523 Training time for Neural Network: 1.0164999961853027 seconds Testing time for Neural Network: 0.001280069351196289 seconds RMSE for Neural Network: 257.0127484412269 MAE for Neural Network: 197.24117746128312 Training time for Neural Network: 0.5482511520385742 seconds Testing time for Neural Network: 0.001336812973022461 seconds RMSE for Neural Network: 0.4186889081003141 MAE for Neural Network: 0.32776529273615723 Training time for Neural Network: 0.6843230724334717 seconds Testing time for Neural Network: 0.0008461475372314453 seconds RMSE for Neural Network: 256.1017858514738 MAE for Neural Network: 196.0603047303806 Training time for Neural Network: 0.6002097129821777 seconds Testing time for Neural Network: 0.0008699893951416016 seconds RMSE for Neural Network: 255.8434993094285 MAE for Neural Network: 195.73015566492953 Training time for Neural Network: 0.5095663070678711 seconds Testing time for Neural Network: 0.0009598731994628906 seconds RMSE for Neural Network: 0.4172677645601244 MAE for Neural Network: 0.3248661202566905 Training time for Neural Network: 0.3043498992919922 seconds Testing time for Neural Network: 0.0012788772583007812 seconds RMSE for Neural Network: 0.5999532812768682 MAE for Neural Network: 0.4879468853204096 Training time for Neural Network: 1.020758867263794 seconds Testing time for Neural Network: 0.002847909927368164 seconds RMSE for Neural Network: 0.23069801679261287 MAE for Neural Network: 0.17394190913028354 Training time for Neural Network: 0.4136009216308594 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 0.19521940989967695 MAE for Neural Network: 0.14035161932996978 Training time for Neural Network: 0.6369130611419678 seconds Testing time for Neural Network: 0.0008389949798583984 seconds RMSE for Neural Network: 0.18261859560086666 MAE for Neural Network: 0.13966248503191916 Training time for Neural Network: 0.643355131149292 seconds Testing time for Neural Network: 0.0006480216979980469 seconds RMSE for Neural Network: 0.31827274408837497 MAE for Neural Network: 0.25560047681578835 Training time for Neural Network: 0.5604269504547119 seconds Testing time for Neural Network: 0.0013680458068847656 seconds RMSE for Neural Network: 257.69441780250435 MAE for Neural Network: 198.12860013529504 Training time for Neural Network: 0.5492451190948486 seconds Testing time for Neural Network: 0.0008697509765625 seconds RMSE for Neural Network: 0.23348670395518029 MAE for Neural Network: 0.18054614618533002 Training time for Neural Network: 0.6377830505371094 seconds Testing time for Neural Network: 0.0009300708770751953 seconds RMSE for Neural Network: 256.71726810578576 MAE for Neural Network: 196.8560005910358 Training time for Neural Network: 0.6037540435791016 seconds Testing time for Neural Network: 0.0008728504180908203 seconds RMSE for Neural Network: 257.5347661558613 MAE for Neural Network: 197.92090592950044 Training time for Neural Network: 0.33332180976867676 seconds Testing time for Neural Network: 0.0013048648834228516 seconds RMSE for Neural Network: 0.23255724348093956 MAE for Neural Network: 0.18484625534584978 Training time for Neural Network: 0.46501684188842773 seconds Testing time for Neural Network: 0.0008008480072021484 seconds RMSE for Neural Network: 258.36246597931864 MAE for Neural Network: 198.9967161837466 Training time for Neural Network: 0.5381410121917725 seconds Testing time for Neural Network: 0.0008802413940429688 seconds RMSE for Neural Network: 0.2829696949697239 MAE for Neural Network: 0.2087188350857577 Training time for Neural Network: 0.6025700569152832 seconds Testing time for Neural Network: 0.0008609294891357422 seconds RMSE for Neural Network: 256.7009141377404 MAE for Neural Network: 196.83467312481196 Training time for Neural Network: 0.599297046661377 seconds Testing time for Neural Network: 0.001132965087890625 seconds RMSE for Neural Network: 256.99092471625687 MAE for Neural Network: 197.21273947571643 Training time for Neural Network: 0.5528831481933594 seconds Testing time for Neural Network: 0.001352071762084961 seconds RMSE for Neural Network: 255.82160298044522 MAE for Neural Network: 195.70296260995602 Training time for Neural Network: 0.6349959373474121 seconds Testing time for Neural Network: 0.00086212158203125 seconds RMSE for Neural Network: 0.13409557663971403 MAE for Neural Network: 0.10010685508749033 Training time for Neural Network: 0.643524169921875 seconds Testing time for Neural Network: 0.0008730888366699219 seconds RMSE for Neural Network: 256.4777967501774 MAE for Neural Network: 196.54632092560473 Training time for Neural Network: 0.5721659660339355 seconds Testing time for Neural Network: 0.000823974609375 seconds RMSE for Neural Network: 257.8139414869137 MAE for Neural Network: 198.28403276617544 Training time for Neural Network: 0.5684630870819092 seconds Testing time for Neural Network: 0.0006432533264160156 seconds RMSE for Neural Network: 256.5587985981468 MAE for Neural Network: 196.650954917379 Training time for Neural Network: 0.6369678974151611 seconds Testing time for Neural Network: 0.002084970474243164 seconds RMSE for Neural Network: 0.1878377001746541 MAE for Neural Network: 0.1460393444953623 Training time for Neural Network: 0.5728681087493896 seconds Testing time for Neural Network: 0.0008351802825927734 seconds RMSE for Neural Network: 256.8743169340227 MAE for Neural Network: 197.06076201344794 Training time for Neural Network: 1.211292028427124 seconds Testing time for Neural Network: 0.0012450218200683594 seconds RMSE for Neural Network: 257.1274286604047 MAE for Neural Network: 197.39058689438934 Training time for Neural Network: 0.5730860233306885 seconds Testing time for Neural Network: 0.0008740425109863281 seconds RMSE for Neural Network: 258.22076857199755 MAE for Neural Network: 198.8127122367006 Training time for Neural Network: 0.5768208503723145 seconds Testing time for Neural Network: 0.0009551048278808594 seconds RMSE for Neural Network: 0.2286785732235179 MAE for Neural Network: 0.18152232840792856 Training time for Neural Network: 0.17293787002563477 seconds Testing time for Neural Network: 0.0005130767822265625 seconds RMSE for Neural Network: 0.6651021992390577 MAE for Neural Network: 0.5058078109541048 Training time for Neural Network: 0.4230189323425293 seconds Testing time for Neural Network: 0.0007719993591308594 seconds RMSE for Neural Network: 257.66546134333794 MAE for Neural Network: 198.0909366787768 Training time for Neural Network: 0.5963802337646484 seconds Testing time for Neural Network: 0.0015227794647216797 seconds RMSE for Neural Network: 256.4979884468519 MAE for Neural Network: 196.5724056856503 Training time for Neural Network: 0.5057768821716309 seconds Testing time for Neural Network: 0.0008602142333984375 seconds RMSE for Neural Network: 255.9647236788553 MAE for Neural Network: 195.88301858936887 Training time for Neural Network: 0.7487390041351318 seconds Testing time for Neural Network: 0.0012459754943847656 seconds RMSE for Neural Network: 256.02693475970693 MAE for Neural Network: 195.9634952239433 Training time for Neural Network: 0.4697737693786621 seconds Testing time for Neural Network: 0.002031087875366211 seconds RMSE for Neural Network: 256.0143201368595 MAE for Neural Network: 195.94717798877411 Training time for Neural Network: 0.5055580139160156 seconds Testing time for Neural Network: 0.0007991790771484375 seconds RMSE for Neural Network: 257.43575181089926 MAE for Neural Network: 197.7920512443383 Training time for Neural Network: 0.6574611663818359 seconds Testing time for Neural Network: 0.0009219646453857422 seconds RMSE for Neural Network: 257.33426945835345 MAE for Neural Network: 197.65994906066447 Training time for Neural Network: 0.48699021339416504 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 0.1718664321765796 MAE for Neural Network: 0.13023179585408579 Training time for Neural Network: 0.623291015625 seconds Testing time for Neural Network: 0.0013790130615234375 seconds RMSE for Neural Network: 258.00438054885853 MAE for Neural Network: 198.53158340022435 Training time for Neural Network: 0.5637218952178955 seconds Testing time for Neural Network: 0.0008189678192138672 seconds RMSE for Neural Network: 257.63609419667534 MAE for Neural Network: 198.05273605259333 Training time for Neural Network: 0.3997960090637207 seconds Testing time for Neural Network: 0.0007910728454589844 seconds RMSE for Neural Network: 0.4440196281294526 MAE for Neural Network: 0.35765612440993805 Training time for Neural Network: 0.1932988166809082 seconds Testing time for Neural Network: 0.00048804283142089844 seconds RMSE for Neural Network: 256.0549947435886 MAE for Neural Network: 195.9988533275074 Training time for Neural Network: 0.5326650142669678 seconds Testing time for Neural Network: 0.0007748603820800781 seconds RMSE for Neural Network: 257.9107321109524 MAE for Neural Network: 198.40986609291238 Training time for Neural Network: 0.5513360500335693 seconds Testing time for Neural Network: 0.0008041858673095703 seconds RMSE for Neural Network: 258.05069210640295 MAE for Neural Network: 198.59176448582548 Training time for Neural Network: 0.595372200012207 seconds Testing time for Neural Network: 0.0006427764892578125 seconds RMSE for Neural Network: 0.36582373117201894 MAE for Neural Network: 0.2800740302605733 Training time for Neural Network: 0.677642822265625 seconds Testing time for Neural Network: 0.0006198883056640625 seconds RMSE for Neural Network: 257.475426194979 MAE for Neural Network: 197.8436865792944 Training time for Neural Network: 0.7006840705871582 seconds Testing time for Neural Network: 0.001336812973022461 seconds RMSE for Neural Network: 256.4887480462802 MAE for Neural Network: 196.56046859986444 Training time for Neural Network: 0.5919852256774902 seconds Testing time for Neural Network: 0.004178762435913086 seconds RMSE for Neural Network: 255.90888764852818 MAE for Neural Network: 195.81135163942963 Training time for Neural Network: 0.5972652435302734 seconds Testing time for Neural Network: 0.0006368160247802734 seconds RMSE for Neural Network: 256.15188207896676 MAE for Neural Network: 196.12508608737417 Training time for Neural Network: 0.18063020706176758 seconds Testing time for Neural Network: 0.0005147457122802734 seconds RMSE for Neural Network: 0.4095457283689732 MAE for Neural Network: 0.3181489950131271 Training time for Neural Network: 0.7467150688171387 seconds Testing time for Neural Network: 0.004359006881713867 seconds RMSE for Neural Network: 0.2175572126834545 MAE for Neural Network: 0.17410119419037884 Training time for Neural Network: 0.7012729644775391 seconds Testing time for Neural Network: 0.0008449554443359375 seconds RMSE for Neural Network: 0.228233854725756 MAE for Neural Network: 0.17806927822344598 Training time for Neural Network: 0.8206300735473633 seconds Testing time for Neural Network: 0.0009009838104248047 seconds RMSE for Neural Network: 256.4297385847931 MAE for Neural Network: 196.48423089964592 Training time for Neural Network: 0.5348310470581055 seconds Testing time for Neural Network: 0.0019299983978271484 seconds RMSE for Neural Network: 257.92385924783616 MAE for Neural Network: 198.42692960961125 Training time for Neural Network: 1.2311880588531494 seconds Testing time for Neural Network: 0.001354217529296875 seconds RMSE for Neural Network: 0.13548922840196145 MAE for Neural Network: 0.1034300438720275 Training time for Neural Network: 0.7087399959564209 seconds Testing time for Neural Network: 0.0019049644470214844 seconds RMSE for Neural Network: 257.31688386137677 MAE for Neural Network: 197.6373141517797 Training time for Neural Network: 0.7188549041748047 seconds Testing time for Neural Network: 0.0008831024169921875 seconds RMSE for Neural Network: 258.20324413772903 MAE for Neural Network: 198.7899507224842 Training time for Neural Network: 0.5322928428649902 seconds Testing time for Neural Network: 0.0054111480712890625 seconds RMSE for Neural Network: 256.10042235674257 MAE for Neural Network: 196.05854141784303 Training time for Neural Network: 0.6287951469421387 seconds Testing time for Neural Network: 0.0012161731719970703 seconds RMSE for Neural Network: 256.20007120389295 MAE for Neural Network: 196.18739285778997 Training time for Neural Network: 0.6618039608001709 seconds Testing time for Neural Network: 0.0006611347198486328 seconds RMSE for Neural Network: 0.2022175017962874 MAE for Neural Network: 0.15110797286863195 Training time for Neural Network: 0.557513952255249 seconds Testing time for Neural Network: 0.0009059906005859375 seconds RMSE for Neural Network: 0.4606587889255419 MAE for Neural Network: 0.36083301870730167 Training time for Neural Network: 0.5782279968261719 seconds Testing time for Neural Network: 0.0014522075653076172 seconds RMSE for Neural Network: 0.30604578516062986 MAE for Neural Network: 0.24390668874516855 Training time for Neural Network: 0.6450588703155518 seconds Testing time for Neural Network: 0.001416921615600586 seconds RMSE for Neural Network: 0.12092262313622626 MAE for Neural Network: 0.09777985261702266 Training time for Neural Network: 0.6528470516204834 seconds Testing time for Neural Network: 0.0018491744995117188 seconds RMSE for Neural Network: 0.24481291540817363 MAE for Neural Network: 0.19354897644846158 Training time for Neural Network: 0.5732288360595703 seconds Testing time for Neural Network: 0.0008389949798583984 seconds RMSE for Neural Network: 0.15943129823624622 MAE for Neural Network: 0.12863763636332762 Training time for Neural Network: 0.66107177734375 seconds Testing time for Neural Network: 0.0006761550903320312 seconds RMSE for Neural Network: 256.26308623564614 MAE for Neural Network: 196.26885650936163 Training time for Neural Network: 0.6162021160125732 seconds Testing time for Neural Network: 0.0008630752563476562 seconds RMSE for Neural Network: 0.5663772074022193 MAE for Neural Network: 0.43905077312814017 Training time for Neural Network: 0.5422120094299316 seconds Testing time for Neural Network: 0.0009419918060302734 seconds RMSE for Neural Network: 0.4322649813728665 MAE for Neural Network: 0.3394613505607297 Training time for Neural Network: 0.592919111251831 seconds Testing time for Neural Network: 0.0008330345153808594 seconds RMSE for Neural Network: 256.7951622686163 MAE for Neural Network: 196.95757053123143 Training time for Neural Network: 0.384249210357666 seconds Testing time for Neural Network: 0.0014510154724121094 seconds RMSE for Neural Network: 257.2655850589424 MAE for Neural Network: 197.5705202724332 Training time for Neural Network: 0.546633243560791 seconds Testing time for Neural Network: 0.0013799667358398438 seconds RMSE for Neural Network: 0.18807188119797671 MAE for Neural Network: 0.1485769224615461 Training time for Neural Network: 0.4569966793060303 seconds Testing time for Neural Network: 0.0019230842590332031 seconds RMSE for Neural Network: 0.22363446364577952 MAE for Neural Network: 0.1714690249731379 Training time for Neural Network: 0.6357021331787109 seconds Testing time for Neural Network: 0.0008707046508789062 seconds RMSE for Neural Network: 257.95190529301027 MAE for Neural Network: 198.46338369909475 Training time for Neural Network: 0.5996260643005371 seconds Testing time for Neural Network: 0.0013418197631835938 seconds RMSE for Neural Network: 258.01474358658976 MAE for Neural Network: 198.54505063852304 Training time for Neural Network: 0.5704450607299805 seconds Testing time for Neural Network: 0.0007901191711425781 seconds RMSE for Neural Network: 0.33095904102239104 MAE for Neural Network: 0.26332864706922715 Training time for Neural Network: 0.6757440567016602 seconds Testing time for Neural Network: 0.001416921615600586 seconds RMSE for Neural Network: 256.00884237307827 MAE for Neural Network: 195.94009222850735 Training time for Neural Network: 0.5158040523529053 seconds Testing time for Neural Network: 0.0013539791107177734 seconds RMSE for Neural Network: 257.1419818957711 MAE for Neural Network: 197.40954404051766 Training time for Neural Network: 0.5943000316619873 seconds Testing time for Neural Network: 0.0008170604705810547 seconds RMSE for Neural Network: 257.39540847546886 MAE for Neural Network: 197.7395396203133 Training time for Neural Network: 0.5023078918457031 seconds Testing time for Neural Network: 0.000820159912109375 seconds RMSE for Neural Network: 258.436264135923 MAE for Neural Network: 199.09252081766542 Training time for Neural Network: 0.543377161026001 seconds Testing time for Neural Network: 0.0008389949798583984 seconds RMSE for Neural Network: 257.5143821629918 MAE for Neural Network: 197.89438154173914 Training time for Neural Network: 1.10748291015625 seconds Testing time for Neural Network: 0.0009071826934814453 seconds RMSE for Neural Network: 258.29921890035473 MAE for Neural Network: 198.914594008417 Training time for Neural Network: 0.6366078853607178 seconds Testing time for Neural Network: 0.0008108615875244141 seconds RMSE for Neural Network: 257.37928228842753 MAE for Neural Network: 197.71854788134087 Training time for Neural Network: 0.7024898529052734 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 0.3340803415711387 MAE for Neural Network: 0.2487540791757487 Training time for Neural Network: 0.5348701477050781 seconds Testing time for Neural Network: 0.0015020370483398438 seconds RMSE for Neural Network: 0.25307244670767143 MAE for Neural Network: 0.18892517673723477 Training time for Neural Network: 0.5952072143554688 seconds Testing time for Neural Network: 0.0031960010528564453 seconds RMSE for Neural Network: 258.24639314822616 MAE for Neural Network: 198.8459926653494 Training time for Neural Network: 0.5699682235717773 seconds Testing time for Neural Network: 0.0006377696990966797 seconds RMSE for Neural Network: 256.99903577323124 MAE for Neural Network: 197.22330900116904 Training time for Neural Network: 0.6110601425170898 seconds Testing time for Neural Network: 0.0009379386901855469 seconds RMSE for Neural Network: 256.60816554885884 MAE for Neural Network: 196.714713210519 Training time for Neural Network: 0.6517610549926758 seconds Testing time for Neural Network: 0.0009386539459228516 seconds RMSE for Neural Network: 0.20012872567052903 MAE for Neural Network: 0.1585422809259636 Training time for Neural Network: 0.45300793647766113 seconds Testing time for Neural Network: 0.0006189346313476562 seconds RMSE for Neural Network: 256.74747916640905 MAE for Neural Network: 196.8953968057802 Training time for Neural Network: 0.6312568187713623 seconds Testing time for Neural Network: 0.0008440017700195312 seconds RMSE for Neural Network: 14.236582798883944 MAE for Neural Network: 11.018975593421372 Training time for Neural Network: 0.4981400966644287 seconds Testing time for Neural Network: 0.0016849040985107422 seconds RMSE for Neural Network: 0.3337469121150153 MAE for Neural Network: 0.2752579701731613 Training time for Neural Network: 0.637336015701294 seconds Testing time for Neural Network: 0.0008299350738525391 seconds RMSE for Neural Network: 0.1824404862863747 MAE for Neural Network: 0.14186781328319725 Training time for Neural Network: 0.5734388828277588 seconds Testing time for Neural Network: 0.001821756362915039 seconds RMSE for Neural Network: 0.3048750010730745 MAE for Neural Network: 0.25061737290951724 Training time for Neural Network: 0.6035118103027344 seconds Testing time for Neural Network: 0.0006220340728759766 seconds RMSE for Neural Network: 258.031792553842 MAE for Neural Network: 198.5672057353604 Training time for Neural Network: 0.13010001182556152 seconds Testing time for Neural Network: 0.001210927963256836 seconds RMSE for Neural Network: 0.778429964950625 MAE for Neural Network: 0.6094708413576341 Training time for Neural Network: 0.7370030879974365 seconds Testing time for Neural Network: 0.0010988712310791016 seconds RMSE for Neural Network: 0.2365080346099513 MAE for Neural Network: 0.18650604433330856 Training time for Neural Network: 0.6591107845306396 seconds Testing time for Neural Network: 0.002869129180908203 seconds RMSE for Neural Network: 0.13463985294118994 MAE for Neural Network: 0.09271064939651334 Training time for Neural Network: 1.3058319091796875 seconds Testing time for Neural Network: 0.0008733272552490234 seconds RMSE for Neural Network: 255.87545368083383 MAE for Neural Network: 195.76983684453097 Training time for Neural Network: 0.6608309745788574 seconds Testing time for Neural Network: 0.0006670951843261719 seconds RMSE for Neural Network: 0.12787628355087038 MAE for Neural Network: 0.09938141875806782 Training time for Neural Network: 0.7091283798217773 seconds Testing time for Neural Network: 0.0008859634399414062 seconds RMSE for Neural Network: 257.63403007492394 MAE for Neural Network: 198.05005094078314 Training time for Neural Network: 0.7440590858459473 seconds Testing time for Neural Network: 0.0008111000061035156 seconds RMSE for Neural Network: 0.2922533207528193 MAE for Neural Network: 0.24247999823101224 Training time for Neural Network: 1.0384011268615723 seconds Testing time for Neural Network: 0.004181861877441406 seconds RMSE for Neural Network: 258.0817010503565 MAE for Neural Network: 198.63205592765132 Training time for Neural Network: 1.1895859241485596 seconds Testing time for Neural Network: 0.0006349086761474609 seconds RMSE for Neural Network: 256.52351323313746 MAE for Neural Network: 196.60537796358577 Training time for Neural Network: 1.5024678707122803 seconds Testing time for Neural Network: 0.001299142837524414 seconds RMSE for Neural Network: 0.17642288598824368 MAE for Neural Network: 0.13325701313091237 Training time for Neural Network: 1.053682804107666 seconds Testing time for Neural Network: 0.0011048316955566406 seconds RMSE for Neural Network: 0.4990070135762053 MAE for Neural Network: 0.4025499166464266 Training time for Neural Network: 0.17709803581237793 seconds Testing time for Neural Network: 0.0005292892456054688 seconds RMSE for Neural Network: 0.41752001420711937 MAE for Neural Network: 0.33082485418779 Training time for Neural Network: 1.039626121520996 seconds Testing time for Neural Network: 0.003641843795776367 seconds RMSE for Neural Network: 0.3201433680049968 MAE for Neural Network: 0.25521998690851144 Training time for Neural Network: 0.6904640197753906 seconds Testing time for Neural Network: 0.0008652210235595703 seconds RMSE for Neural Network: 0.18678460777777944 MAE for Neural Network: 0.1507008449094793 Training time for Neural Network: 0.6040871143341064 seconds Testing time for Neural Network: 0.001544952392578125 seconds RMSE for Neural Network: 0.27586846816616867 MAE for Neural Network: 0.21984148090338237 Training time for Neural Network: 0.6983458995819092 seconds Testing time for Neural Network: 0.0052280426025390625 seconds RMSE for Neural Network: 258.0735645772924 MAE for Neural Network: 198.62148413157604 Training time for Neural Network: 0.7156050205230713 seconds Testing time for Neural Network: 0.0008170604705810547 seconds RMSE for Neural Network: 0.20251375476218345 MAE for Neural Network: 0.14215306056381055 Training time for Neural Network: 0.6322050094604492 seconds Testing time for Neural Network: 0.0009407997131347656 seconds RMSE for Neural Network: 256.5822866416138 MAE for Neural Network: 196.68129121619734 Training time for Neural Network: 0.5302226543426514 seconds Testing time for Neural Network: 0.0008342266082763672 seconds RMSE for Neural Network: 0.14400291838382234 MAE for Neural Network: 0.11346867503095238 Training time for Neural Network: 0.4896411895751953 seconds Testing time for Neural Network: 0.0007760524749755859 seconds RMSE for Neural Network: 0.46949017160321177 MAE for Neural Network: 0.38280009661129666 Training time for Neural Network: 0.8132309913635254 seconds Testing time for Neural Network: 0.0014150142669677734 seconds RMSE for Neural Network: 256.78246657911393 MAE for Neural Network: 196.94101748354444 Training time for Neural Network: 0.6555271148681641 seconds Testing time for Neural Network: 0.0015339851379394531 seconds RMSE for Neural Network: 0.3967343746593853 MAE for Neural Network: 0.3226820109639678 Training time for Neural Network: 0.2470850944519043 seconds Testing time for Neural Network: 0.0013189315795898438 seconds RMSE for Neural Network: 257.6584263430889 MAE for Neural Network: 198.08178586280206 Training time for Neural Network: 0.6314949989318848 seconds Testing time for Neural Network: 0.0008549690246582031 seconds RMSE for Neural Network: 258.37315992444604 MAE for Neural Network: 199.0106002059774 Training time for Neural Network: 0.606738805770874 seconds Testing time for Neural Network: 0.0033159255981445312 seconds RMSE for Neural Network: 257.18077959677873 MAE for Neural Network: 197.4600785450236 Training time for Neural Network: 0.6460800170898438 seconds Testing time for Neural Network: 0.002438068389892578 seconds RMSE for Neural Network: 0.36182130479788693 MAE for Neural Network: 0.2960358030373601 Training time for Neural Network: 0.6251959800720215 seconds Testing time for Neural Network: 0.0023860931396484375 seconds RMSE for Neural Network: 0.3197344363897749 MAE for Neural Network: 0.23495967301898493 Training time for Neural Network: 0.6019110679626465 seconds Testing time for Neural Network: 0.0008051395416259766 seconds RMSE for Neural Network: 0.24681065818953768 MAE for Neural Network: 0.19989986618924804 Training time for Neural Network: 0.639761209487915 seconds Testing time for Neural Network: 0.0011758804321289062 seconds RMSE for Neural Network: 258.1003397879268 MAE for Neural Network: 198.65627255046158 Training time for Neural Network: 0.7030191421508789 seconds Testing time for Neural Network: 0.0009288787841796875 seconds RMSE for Neural Network: 256.13994056717115 MAE for Neural Network: 196.109644871696 Training time for Neural Network: 0.6933891773223877 seconds Testing time for Neural Network: 0.0008687973022460938 seconds RMSE for Neural Network: 0.23516467218408726 MAE for Neural Network: 0.18523587533445557 Training time for Neural Network: 0.17928624153137207 seconds Testing time for Neural Network: 0.0004630088806152344 seconds RMSE for Neural Network: 255.94232227691708 MAE for Neural Network: 195.8540366099 Training time for Neural Network: 0.35953378677368164 seconds Testing time for Neural Network: 0.0012960433959960938 seconds RMSE for Neural Network: 256.37542400330915 MAE for Neural Network: 196.41404787764827 Training time for Neural Network: 0.6872413158416748 seconds Testing time for Neural Network: 0.011064767837524414 seconds RMSE for Neural Network: 0.5217048614213083 MAE for Neural Network: 0.4043935053784392 Training time for Neural Network: 1.071105718612671 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 0.297969160838869 MAE for Neural Network: 0.24279303700459196 Training time for Neural Network: 0.5869290828704834 seconds Testing time for Neural Network: 0.0013718605041503906 seconds RMSE for Neural Network: 0.19104642085270696 MAE for Neural Network: 0.1536026686413859 Training time for Neural Network: 0.34569597244262695 seconds Testing time for Neural Network: 0.0018410682678222656 seconds RMSE for Neural Network: 257.6732048005979 MAE for Neural Network: 198.10100882431377 Training time for Neural Network: 0.6892440319061279 seconds Testing time for Neural Network: 0.0006191730499267578 seconds RMSE for Neural Network: 257.18541568941174 MAE for Neural Network: 197.46611676015584 Training time for Neural Network: 0.5365509986877441 seconds Testing time for Neural Network: 0.0007579326629638672 seconds RMSE for Neural Network: 0.4997068199744226 MAE for Neural Network: 0.4123667568979857 Training time for Neural Network: 0.563330888748169 seconds Testing time for Neural Network: 0.00086212158203125 seconds RMSE for Neural Network: 257.74251246951303 MAE for Neural Network: 198.19115005241045 Training time for Neural Network: 0.6045210361480713 seconds Testing time for Neural Network: 0.0008790493011474609 seconds RMSE for Neural Network: 0.23698847618374203 MAE for Neural Network: 0.1810586397692254 Training time for Neural Network: 0.6318299770355225 seconds Testing time for Neural Network: 0.0008769035339355469 seconds RMSE for Neural Network: 256.44008686706655 MAE for Neural Network: 196.49760132955728 Training time for Neural Network: 0.5763819217681885 seconds Testing time for Neural Network: 0.00090789794921875 seconds RMSE for Neural Network: 0.13817689819009948 MAE for Neural Network: 0.09778779600858244 Training time for Neural Network: 0.6785049438476562 seconds Testing time for Neural Network: 0.0026013851165771484 seconds RMSE for Neural Network: 256.52837001714795 MAE for Neural Network: 196.61165157420245 Training time for Neural Network: 0.6692368984222412 seconds Testing time for Neural Network: 0.0008561611175537109 seconds RMSE for Neural Network: 0.3689974174176983 MAE for Neural Network: 0.2957233910019801 Training time for Neural Network: 0.7108700275421143 seconds Testing time for Neural Network: 0.0016570091247558594 seconds RMSE for Neural Network: 0.28764255293545427 MAE for Neural Network: 0.23022926066643712 Training time for Neural Network: 0.6477220058441162 seconds Testing time for Neural Network: 0.0016260147094726562 seconds RMSE for Neural Network: 0.32276147776066966 MAE for Neural Network: 0.26458218228194746 Training time for Neural Network: 0.5402278900146484 seconds Testing time for Neural Network: 0.0018982887268066406 seconds RMSE for Neural Network: 0.1672151699520451 MAE for Neural Network: 0.1321185583444513 Training time for Neural Network: 0.6242570877075195 seconds Testing time for Neural Network: 0.001378774642944336 seconds RMSE for Neural Network: 257.70664752390763 MAE for Neural Network: 198.14450636596408 Training time for Neural Network: 0.7222251892089844 seconds Testing time for Neural Network: 0.0015308856964111328 seconds RMSE for Neural Network: 9.39864214410013 MAE for Neural Network: 7.306906906677121 Training time for Neural Network: 0.6363430023193359 seconds Testing time for Neural Network: 0.002852201461791992 seconds RMSE for Neural Network: 257.3499278511051 MAE for Neural Network: 197.68033435313953 Training time for Neural Network: 0.7790188789367676 seconds Testing time for Neural Network: 0.0015881061553955078 seconds RMSE for Neural Network: 256.99889505215265 MAE for Neural Network: 197.22312562939308 Training time for Neural Network: 0.7433557510375977 seconds Testing time for Neural Network: 0.0020160675048828125 seconds RMSE for Neural Network: 258.35642991137763 MAE for Neural Network: 198.98887934141592 Training time for Neural Network: 0.6559388637542725 seconds Testing time for Neural Network: 0.002026081085205078 seconds RMSE for Neural Network: 0.20183557016928774 MAE for Neural Network: 0.16545320218439202 Training time for Neural Network: 0.5337939262390137 seconds Testing time for Neural Network: 0.002107858657836914 seconds RMSE for Neural Network: 258.4307597831893 MAE for Neural Network: 199.08537572387505 Training time for Neural Network: 0.6234679222106934 seconds Testing time for Neural Network: 0.0018341541290283203 seconds RMSE for Neural Network: 256.64386169138226 MAE for Neural Network: 196.76081005059052 Training time for Neural Network: 0.6282799243927002 seconds Testing time for Neural Network: 0.0013821125030517578 seconds RMSE for Neural Network: 258.42390819235436 MAE for Neural Network: 199.07648166071849 Training time for Neural Network: 0.7021560668945312 seconds Testing time for Neural Network: 0.0013949871063232422 seconds RMSE for Neural Network: 256.66994783398354 MAE for Neural Network: 196.79449400489182 Training time for Neural Network: 0.22252607345581055 seconds Testing time for Neural Network: 0.0005388259887695312 seconds RMSE for Neural Network: 0.44548824555189526 MAE for Neural Network: 0.3162829991417896 Training time for Neural Network: 1.1353950500488281 seconds Testing time for Neural Network: 0.0007879734039306641 seconds RMSE for Neural Network: 256.2335336985684 MAE for Neural Network: 196.23065377163354 Training time for Neural Network: 0.4978208541870117 seconds Testing time for Neural Network: 0.0016632080078125 seconds RMSE for Neural Network: 0.3348310398251214 MAE for Neural Network: 0.26513192905967636 Training time for Neural Network: 0.5518152713775635 seconds Testing time for Neural Network: 0.0008661746978759766 seconds RMSE for Neural Network: 257.1584534968463 MAE for Neural Network: 197.43099916145297 Training time for Neural Network: 0.6291978359222412 seconds Testing time for Neural Network: 0.001806020736694336 seconds RMSE for Neural Network: 0.1517437580763268 MAE for Neural Network: 0.1148163498878298 Training time for Neural Network: 0.5869569778442383 seconds Testing time for Neural Network: 0.003656148910522461 seconds RMSE for Neural Network: 0.4733290682928907 MAE for Neural Network: 0.37412410747019875 Training time for Neural Network: 0.564873218536377 seconds Testing time for Neural Network: 0.0009119510650634766 seconds RMSE for Neural Network: 0.2039794114175586 MAE for Neural Network: 0.1530215196083459 Training time for Neural Network: 0.6445066928863525 seconds Testing time for Neural Network: 0.002964019775390625 seconds RMSE for Neural Network: 0.19261169850234983 MAE for Neural Network: 0.15500839139073955 Training time for Neural Network: 0.599714994430542 seconds Testing time for Neural Network: 0.0006439685821533203 seconds RMSE for Neural Network: 257.12193758237845 MAE for Neural Network: 197.38343398349446 Training time for Neural Network: 0.5492160320281982 seconds Testing time for Neural Network: 0.0024590492248535156 seconds RMSE for Neural Network: 0.4657393667842631 MAE for Neural Network: 0.37478205145256893 Training time for Neural Network: 0.15652084350585938 seconds Testing time for Neural Network: 0.0005161762237548828 seconds RMSE for Neural Network: 257.0255308909362 MAE for Neural Network: 197.2578331898827 Training time for Neural Network: 0.5316019058227539 seconds Testing time for Neural Network: 0.0008001327514648438 seconds RMSE for Neural Network: 256.6852516333429 MAE for Neural Network: 196.8142540493605 Training time for Neural Network: 0.6272037029266357 seconds Testing time for Neural Network: 0.0016222000122070312 seconds RMSE for Neural Network: 258.30211091824333 MAE for Neural Network: 198.91834940452452 Training time for Neural Network: 0.507011890411377 seconds Testing time for Neural Network: 0.001766204833984375 seconds RMSE for Neural Network: 257.5912986697363 MAE for Neural Network: 197.99446046635066 Training time for Neural Network: 0.5662767887115479 seconds Testing time for Neural Network: 0.0013422966003417969 seconds RMSE for Neural Network: 0.37189741249601393 MAE for Neural Network: 0.2885472306343948 Training time for Neural Network: 0.5530078411102295 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 0.3394839935153504 MAE for Neural Network: 0.2715215560488536 Training time for Neural Network: 0.5742957592010498 seconds Testing time for Neural Network: 0.0007872581481933594 seconds RMSE for Neural Network: 256.4676568489076 MAE for Neural Network: 196.53322109114185 Training time for Neural Network: 0.5876250267028809 seconds Testing time for Neural Network: 0.001271963119506836 seconds RMSE for Neural Network: 0.2802750110610868 MAE for Neural Network: 0.22004405595500104 Training time for Neural Network: 0.672353982925415 seconds Testing time for Neural Network: 0.0014278888702392578 seconds RMSE for Neural Network: 257.53656051794724 MAE for Neural Network: 197.92324074856464 Training time for Neural Network: 0.5520436763763428 seconds Testing time for Neural Network: 0.0008041858673095703 seconds RMSE for Neural Network: 256.33098933272316 MAE for Neural Network: 196.3566234789553 Training time for Neural Network: 0.5958242416381836 seconds Testing time for Neural Network: 0.0010728836059570312 seconds RMSE for Neural Network: 257.73133004667284 MAE for Neural Network: 198.17660737995033 Training time for Neural Network: 0.49697208404541016 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 257.128996113175 MAE for Neural Network: 197.39262870525127 Training time for Neural Network: 0.6572680473327637 seconds Testing time for Neural Network: 0.0016510486602783203 seconds RMSE for Neural Network: 0.13283859020843058 MAE for Neural Network: 0.10307537398437347 Training time for Neural Network: 0.5434432029724121 seconds Testing time for Neural Network: 0.0015518665313720703 seconds RMSE for Neural Network: 256.26912929846463 MAE for Neural Network: 196.27666802957836 Training time for Neural Network: 0.5519680976867676 seconds Testing time for Neural Network: 0.0014672279357910156 seconds RMSE for Neural Network: 18.238913766452015 MAE for Neural Network: 14.259384219933088 Training time for Neural Network: 0.7772581577301025 seconds Testing time for Neural Network: 0.0008728504180908203 seconds RMSE for Neural Network: 256.73917158727716 MAE for Neural Network: 196.8845637736015 Training time for Neural Network: 0.5839719772338867 seconds Testing time for Neural Network: 0.0009098052978515625 seconds RMSE for Neural Network: 0.32918093296730927 MAE for Neural Network: 0.26129564974423036 Training time for Neural Network: 0.535703182220459 seconds Testing time for Neural Network: 0.0007939338684082031 seconds RMSE for Neural Network: 257.33801181397257 MAE for Neural Network: 197.6648212236266 Training time for Neural Network: 1.192173719406128 seconds Testing time for Neural Network: 0.00092315673828125 seconds RMSE for Neural Network: 257.6141206705445 MAE for Neural Network: 198.02415103683154 Training time for Neural Network: 0.19955778121948242 seconds Testing time for Neural Network: 0.0004999637603759766 seconds RMSE for Neural Network: 257.6707295785621 MAE for Neural Network: 198.09778925204708 Training time for Neural Network: 0.190842866897583 seconds Testing time for Neural Network: 0.0005621910095214844 seconds RMSE for Neural Network: 256.1496870126503 MAE for Neural Network: 196.12224775017188 Training time for Neural Network: 0.5091688632965088 seconds Testing time for Neural Network: 0.0006101131439208984 seconds RMSE for Neural Network: 0.27738795541390066 MAE for Neural Network: 0.21481847188939807 Training time for Neural Network: 0.44129395484924316 seconds Testing time for Neural Network: 0.0013611316680908203 seconds RMSE for Neural Network: 257.96483382382803 MAE for Neural Network: 198.4801872095933 Training time for Neural Network: 0.23874831199645996 seconds Testing time for Neural Network: 0.0005829334259033203 seconds RMSE for Neural Network: 256.88894016284735 MAE for Neural Network: 197.0798234294697 Training time for Neural Network: 0.5807051658630371 seconds Testing time for Neural Network: 0.0009138584136962891 seconds RMSE for Neural Network: 258.37061892729093 MAE for Neural Network: 199.00730124764613 Training time for Neural Network: 0.5856959819793701 seconds Testing time for Neural Network: 0.0008618831634521484 seconds RMSE for Neural Network: 256.89306275085784 MAE for Neural Network: 197.085197096373 Training time for Neural Network: 0.6004831790924072 seconds Testing time for Neural Network: 0.0019178390502929688 seconds RMSE for Neural Network: 256.66707842054456 MAE for Neural Network: 196.79078896779606 Training time for Neural Network: 0.7198529243469238 seconds Testing time for Neural Network: 0.00084686279296875 seconds RMSE for Neural Network: 0.10911636582835622 MAE for Neural Network: 0.07960395464029314 Training time for Neural Network: 0.7024481296539307 seconds Testing time for Neural Network: 0.0031082630157470703 seconds RMSE for Neural Network: 0.17139409705608463 MAE for Neural Network: 0.13547917695681172 Training time for Neural Network: 0.6855981349945068 seconds Testing time for Neural Network: 0.0008928775787353516 seconds RMSE for Neural Network: 0.35391613650771825 MAE for Neural Network: 0.29192271388767377 Training time for Neural Network: 0.6291377544403076 seconds Testing time for Neural Network: 0.0006191730499267578 seconds RMSE for Neural Network: 0.8915663769673114 MAE for Neural Network: 0.7134368396534257 Training time for Neural Network: 0.5704267024993896 seconds Testing time for Neural Network: 0.0007910728454589844 seconds RMSE for Neural Network: 0.6469823332606057 MAE for Neural Network: 0.5423068856697687 Training time for Neural Network: 0.7389621734619141 seconds Testing time for Neural Network: 0.0008649826049804688 seconds RMSE for Neural Network: 257.21230799837474 MAE for Neural Network: 197.50114078366937 Training time for Neural Network: 0.6337547302246094 seconds Testing time for Neural Network: 0.001463174819946289 seconds RMSE for Neural Network: 0.27369096905124285 MAE for Neural Network: 0.21176955043006182 Training time for Neural Network: 0.7122619152069092 seconds Testing time for Neural Network: 0.0008881092071533203 seconds RMSE for Neural Network: 256.2218432404967 MAE for Neural Network: 196.21554059046414 Training time for Neural Network: 0.7197470664978027 seconds Testing time for Neural Network: 0.0008490085601806641 seconds RMSE for Neural Network: 0.2855576016686987 MAE for Neural Network: 0.22599224186582906 Training time for Neural Network: 0.26081109046936035 seconds Testing time for Neural Network: 0.001280069351196289 seconds RMSE for Neural Network: 256.32508225798847 MAE for Neural Network: 196.348989042523 Training time for Neural Network: 0.17642712593078613 seconds Testing time for Neural Network: 0.0012700557708740234 seconds RMSE for Neural Network: 0.5060119427461344 MAE for Neural Network: 0.41350162806914953 Training time for Neural Network: 0.6398811340332031 seconds Testing time for Neural Network: 0.0022318363189697266 seconds RMSE for Neural Network: 256.83601606582937 MAE for Neural Network: 197.01083313758903 Training time for Neural Network: 0.7786519527435303 seconds Testing time for Neural Network: 0.0009121894836425781 seconds RMSE for Neural Network: 0.25546242457457863 MAE for Neural Network: 0.19408045376768818 Training time for Neural Network: 0.5674278736114502 seconds Testing time for Neural Network: 0.0024602413177490234 seconds RMSE for Neural Network: 255.99945074178473 MAE for Neural Network: 195.92794343615023 Training time for Neural Network: 0.412830114364624 seconds Testing time for Neural Network: 0.0008571147918701172 seconds RMSE for Neural Network: 257.7812086154455 MAE for Neural Network: 198.2414707881271 Training time for Neural Network: 0.4195570945739746 seconds Testing time for Neural Network: 0.000885009765625 seconds RMSE for Neural Network: 0.4555343908620687 MAE for Neural Network: 0.34922534688635826 Training time for Neural Network: 0.49469494819641113 seconds Testing time for Neural Network: 0.0007688999176025391 seconds RMSE for Neural Network: 257.1130930614392 MAE for Neural Network: 197.37191251193846 Training time for Neural Network: 0.5544619560241699 seconds Testing time for Neural Network: 0.0008559226989746094 seconds RMSE for Neural Network: 255.8615797307872 MAE for Neural Network: 195.75260850004 Training time for Neural Network: 0.5820767879486084 seconds Testing time for Neural Network: 0.0006482601165771484 seconds RMSE for Neural Network: 0.31537052530912835 MAE for Neural Network: 0.255535775295075 Training time for Neural Network: 0.3986198902130127 seconds Testing time for Neural Network: 0.0008032321929931641 seconds RMSE for Neural Network: 1.042132961241898 MAE for Neural Network: 0.8479384073770313 Training time for Neural Network: 1.1494638919830322 seconds Testing time for Neural Network: 0.0015361309051513672 seconds RMSE for Neural Network: 0.20972996835855018 MAE for Neural Network: 0.16547246508810143 Training time for Neural Network: 0.6506900787353516 seconds Testing time for Neural Network: 0.0008771419525146484 seconds RMSE for Neural Network: 0.1909494237107863 MAE for Neural Network: 0.14886093191757635 Training time for Neural Network: 0.5799040794372559 seconds Testing time for Neural Network: 0.00098419189453125 seconds RMSE for Neural Network: 256.43894805867825 MAE for Neural Network: 196.4961299582654 Training time for Neural Network: 0.5762581825256348 seconds Testing time for Neural Network: 0.0009720325469970703 seconds RMSE for Neural Network: 0.17993275497561964 MAE for Neural Network: 0.13716476976513772 Training time for Neural Network: 0.570127010345459 seconds Testing time for Neural Network: 0.0008540153503417969 seconds RMSE for Neural Network: 0.2557740411973238 MAE for Neural Network: 0.20720601195494523 Training time for Neural Network: 0.509192943572998 seconds Testing time for Neural Network: 0.0006191730499267578 seconds RMSE for Neural Network: 17.619917580029757 MAE for Neural Network: 14.118264571313773 Training time for Neural Network: 0.6897420883178711 seconds Testing time for Neural Network: 0.0008771419525146484 seconds RMSE for Neural Network: 257.03842628466924 MAE for Neural Network: 197.27463550061202 Training time for Neural Network: 0.6488447189331055 seconds Testing time for Neural Network: 0.0018889904022216797 seconds RMSE for Neural Network: 255.91444097490188 MAE for Neural Network: 195.81824680569872 Training time for Neural Network: 0.563579797744751 seconds Testing time for Neural Network: 0.0006310939788818359 seconds RMSE for Neural Network: 0.1653082662327212 MAE for Neural Network: 0.11030922717276369 Training time for Neural Network: 0.49424099922180176 seconds Testing time for Neural Network: 0.0008859634399414062 seconds RMSE for Neural Network: 0.3201840277242959 MAE for Neural Network: 0.24722142498837704 Training time for Neural Network: 0.6616032123565674 seconds Testing time for Neural Network: 0.0009148120880126953 seconds RMSE for Neural Network: 0.20207901007024703 MAE for Neural Network: 0.16083727553231403 Training time for Neural Network: 0.530738115310669 seconds Testing time for Neural Network: 0.0008480548858642578 seconds RMSE for Neural Network: 256.6769254502644 MAE for Neural Network: 196.8041801271 Training time for Neural Network: 0.5172932147979736 seconds Testing time for Neural Network: 0.0008938312530517578 seconds RMSE for Neural Network: 256.44504442189486 MAE for Neural Network: 196.50400657117308 Training time for Neural Network: 0.6531069278717041 seconds Testing time for Neural Network: 0.0009143352508544922 seconds RMSE for Neural Network: 256.45857992843577 MAE for Neural Network: 196.521494222802 Training time for Neural Network: 0.5854887962341309 seconds Testing time for Neural Network: 0.0014770030975341797 seconds RMSE for Neural Network: 0.31272968469591206 MAE for Neural Network: 0.24647476031424173 Training time for Neural Network: 0.5949409008026123 seconds Testing time for Neural Network: 0.002106189727783203 seconds RMSE for Neural Network: 0.1741128329056967 MAE for Neural Network: 0.13426120434637004 Training time for Neural Network: 0.6574101448059082 seconds Testing time for Neural Network: 0.001405954360961914 seconds RMSE for Neural Network: 0.310319576607673 MAE for Neural Network: 0.2462687276108931 Training time for Neural Network: 0.20219087600708008 seconds Testing time for Neural Network: 0.0005671977996826172 seconds RMSE for Neural Network: 256.8655798774091 MAE for Neural Network: 197.0493728758294 Training time for Neural Network: 0.5735197067260742 seconds Testing time for Neural Network: 0.0008292198181152344 seconds RMSE for Neural Network: 13.738417321392953 MAE for Neural Network: 10.95328690640786 Training time for Neural Network: 0.9786787033081055 seconds Testing time for Neural Network: 0.003281116485595703 seconds RMSE for Neural Network: 0.11733336753416253 MAE for Neural Network: 0.08770665651672692 Training time for Neural Network: 0.6192209720611572 seconds Testing time for Neural Network: 0.0009291172027587891 seconds RMSE for Neural Network: 256.8232349658656 MAE for Neural Network: 196.99417058210682 Training time for Neural Network: 0.6193580627441406 seconds Testing time for Neural Network: 0.0019719600677490234 seconds RMSE for Neural Network: 256.1212364336421 MAE for Neural Network: 196.08545808830357 Training time for Neural Network: 0.5369811058044434 seconds Testing time for Neural Network: 0.0013339519500732422 seconds RMSE for Neural Network: 256.4663892057711 MAE for Neural Network: 196.53158338536895 Training time for Neural Network: 0.6224851608276367 seconds Testing time for Neural Network: 0.0009021759033203125 seconds RMSE for Neural Network: 258.3040028620328 MAE for Neural Network: 198.92080615046044 Training time for Neural Network: 0.6861989498138428 seconds Testing time for Neural Network: 0.0009088516235351562 seconds RMSE for Neural Network: 256.36552049208234 MAE for Neural Network: 196.4012498484182 Training time for Neural Network: 0.175400972366333 seconds Testing time for Neural Network: 0.001194000244140625 seconds RMSE for Neural Network: 258.2694174033863 MAE for Neural Network: 198.8758939411325 Training time for Neural Network: 1.2883150577545166 seconds Testing time for Neural Network: 0.0009789466857910156 seconds RMSE for Neural Network: 0.1866939681828241 MAE for Neural Network: 0.14232094568628267 Training time for Neural Network: 0.546375036239624 seconds Testing time for Neural Network: 0.0016469955444335938 seconds RMSE for Neural Network: 256.79123324647327 MAE for Neural Network: 196.95244780719185 Training time for Neural Network: 0.9359009265899658 seconds Testing time for Neural Network: 0.0008232593536376953 seconds RMSE for Neural Network: 0.29269826803257115 MAE for Neural Network: 0.2323115710171998 Training time for Neural Network: 0.75921630859375 seconds Testing time for Neural Network: 0.0009300708770751953 seconds RMSE for Neural Network: 0.27861579797280434 MAE for Neural Network: 0.22003152095075607 Training time for Neural Network: 0.6617510318756104 seconds Testing time for Neural Network: 0.0006439685821533203 seconds RMSE for Neural Network: 0.5800628699951269 MAE for Neural Network: 0.448882567936793 Training time for Neural Network: 0.826894998550415 seconds Testing time for Neural Network: 0.002043008804321289 seconds RMSE for Neural Network: 256.30245564643207 MAE for Neural Network: 196.31974475363967 Training time for Neural Network: 0.7129087448120117 seconds Testing time for Neural Network: 0.0006992816925048828 seconds RMSE for Neural Network: 258.2243814989127 MAE for Neural Network: 198.81740473483703 Training time for Neural Network: 0.713433027267456 seconds Testing time for Neural Network: 0.0017061233520507812 seconds RMSE for Neural Network: 0.2777574792966005 MAE for Neural Network: 0.21924263867772076 Training time for Neural Network: 0.6961040496826172 seconds Testing time for Neural Network: 0.0016880035400390625 seconds RMSE for Neural Network: 258.10163936253605 MAE for Neural Network: 198.65796099484314 Training time for Neural Network: 0.7579379081726074 seconds Testing time for Neural Network: 0.0008008480072021484 seconds RMSE for Neural Network: 0.3626605042362719 MAE for Neural Network: 0.28363504189266864 Training time for Neural Network: 0.7970070838928223 seconds Testing time for Neural Network: 0.0009281635284423828 seconds RMSE for Neural Network: 0.15293449119480396 MAE for Neural Network: 0.1197915417828261 Training time for Neural Network: 0.7279400825500488 seconds Testing time for Neural Network: 0.0037419795989990234 seconds RMSE for Neural Network: 256.31587177487825 MAE for Neural Network: 196.3370849594641 Training time for Neural Network: 0.619236946105957 seconds Testing time for Neural Network: 0.001779794692993164 seconds RMSE for Neural Network: 256.947745483526 MAE for Neural Network: 197.15646865894828 Training time for Neural Network: 0.773327112197876 seconds Testing time for Neural Network: 0.0018420219421386719 seconds RMSE for Neural Network: 0.25768097287453284 MAE for Neural Network: 0.19208873529757547 Training time for Neural Network: 0.8340208530426025 seconds Testing time for Neural Network: 0.0032927989959716797 seconds RMSE for Neural Network: 0.18436329035548424 MAE for Neural Network: 0.13672102323793275 Training time for Neural Network: 0.6834211349487305 seconds Testing time for Neural Network: 0.0006670951843261719 seconds RMSE for Neural Network: 0.24517617284605997 MAE for Neural Network: 0.18880728496773957 Training time for Neural Network: 0.7108821868896484 seconds Testing time for Neural Network: 0.001911163330078125 seconds RMSE for Neural Network: 257.6911672742575 MAE for Neural Network: 198.1243723426509 Training time for Neural Network: 0.6781680583953857 seconds Testing time for Neural Network: 0.0006899833679199219 seconds RMSE for Neural Network: 257.8554494707706 MAE for Neural Network: 198.33799950280118 Training time for Neural Network: 0.5027389526367188 seconds Testing time for Neural Network: 0.0005707740783691406 seconds RMSE for Neural Network: 0.31866616254182156 MAE for Neural Network: 0.26288271331274565 Training time for Neural Network: 0.699164867401123 seconds Testing time for Neural Network: 0.0006678104400634766 seconds RMSE for Neural Network: 255.85182010325317 MAE for Neural Network: 195.74048882771945 Training time for Neural Network: 0.701411247253418 seconds Testing time for Neural Network: 0.0006339550018310547 seconds RMSE for Neural Network: 0.22017425831174353 MAE for Neural Network: 0.17359110871532338 Training time for Neural Network: 0.7307600975036621 seconds Testing time for Neural Network: 0.0015110969543457031 seconds RMSE for Neural Network: 256.8704281359194 MAE for Neural Network: 197.05569282751136 Training time for Neural Network: 1.136124849319458 seconds Testing time for Neural Network: 0.0034012794494628906 seconds RMSE for Neural Network: 0.7802323449868149 MAE for Neural Network: 0.6412310887014772 Training time for Neural Network: 0.800652027130127 seconds Testing time for Neural Network: 0.0046079158782958984 seconds RMSE for Neural Network: 0.22406856640953143 MAE for Neural Network: 0.16964752193729446 Training time for Neural Network: 0.478914737701416 seconds Testing time for Neural Network: 0.0006070137023925781 seconds RMSE for Neural Network: 0.3377956146343374 MAE for Neural Network: 0.27597819595146633 Training time for Neural Network: 0.5604698657989502 seconds Testing time for Neural Network: 0.0014910697937011719 seconds RMSE for Neural Network: 258.4383589021446 MAE for Neural Network: 199.09523996578545 Training time for Neural Network: 0.7091357707977295 seconds Testing time for Neural Network: 0.0008072853088378906 seconds RMSE for Neural Network: 257.16403632332197 MAE for Neural Network: 197.4382708673849 Training time for Neural Network: 0.6810030937194824 seconds Testing time for Neural Network: 0.0009162425994873047 seconds RMSE for Neural Network: 258.0654305407684 MAE for Neural Network: 198.6109152720266 Training time for Neural Network: 0.6323328018188477 seconds Testing time for Neural Network: 0.0015811920166015625 seconds RMSE for Neural Network: 256.7793351261029 MAE for Neural Network: 196.93693450646447 Training time for Neural Network: 0.7119560241699219 seconds Testing time for Neural Network: 0.0006949901580810547 seconds RMSE for Neural Network: 0.15932839895116385 MAE for Neural Network: 0.12753189248625946 Training time for Neural Network: 0.6459159851074219 seconds Testing time for Neural Network: 0.0012972354888916016 seconds RMSE for Neural Network: 257.49605466362107 MAE for Neural Network: 197.87053189479863 Training time for Neural Network: 0.7158210277557373 seconds Testing time for Neural Network: 0.0020318031311035156 seconds RMSE for Neural Network: 257.2662846461557 MAE for Neural Network: 197.5714312359882 Training time for Neural Network: 0.6259381771087646 seconds Testing time for Neural Network: 0.0011930465698242188 seconds RMSE for Neural Network: 256.15886358442157 MAE for Neural Network: 196.13411343017185 Training time for Neural Network: 0.5523090362548828 seconds Testing time for Neural Network: 0.0007081031799316406 seconds RMSE for Neural Network: 257.3966697578308 MAE for Neural Network: 197.74118141505534 Training time for Neural Network: 0.5468590259552002 seconds Testing time for Neural Network: 0.0013780593872070312 seconds RMSE for Neural Network: 0.3840352804910764 MAE for Neural Network: 0.312432795332392 Training time for Neural Network: 0.6260659694671631 seconds Testing time for Neural Network: 0.0008180141448974609 seconds RMSE for Neural Network: 0.19983699056576215 MAE for Neural Network: 0.15486224910033505 Training time for Neural Network: 0.5240042209625244 seconds Testing time for Neural Network: 0.0008947849273681641 seconds RMSE for Neural Network: 0.20332204014249577 MAE for Neural Network: 0.1491903060975843 Training time for Neural Network: 0.37178802490234375 seconds Testing time for Neural Network: 0.000560760498046875 seconds RMSE for Neural Network: 257.56100853033905 MAE for Neural Network: 197.955051312578 Training time for Neural Network: 0.5326781272888184 seconds Testing time for Neural Network: 0.0016019344329833984 seconds RMSE for Neural Network: 258.3235873920104 MAE for Neural Network: 198.94623652654911 Training time for Neural Network: 0.5647628307342529 seconds Testing time for Neural Network: 0.001682281494140625 seconds RMSE for Neural Network: 257.8353216711781 MAE for Neural Network: 198.31183102951755 Training time for Neural Network: 0.6457202434539795 seconds Testing time for Neural Network: 0.0009479522705078125 seconds RMSE for Neural Network: 256.79463185194305 MAE for Neural Network: 196.95687896840508 Training time for Neural Network: 0.6213538646697998 seconds Testing time for Neural Network: 0.000904083251953125 seconds RMSE for Neural Network: 257.2489109255251 MAE for Neural Network: 197.54880763337636 Training time for Neural Network: 0.5315299034118652 seconds Testing time for Neural Network: 0.0013761520385742188 seconds RMSE for Neural Network: 255.8970856425734 MAE for Neural Network: 195.79669758485915 Training time for Neural Network: 0.526453971862793 seconds Testing time for Neural Network: 0.0008881092071533203 seconds RMSE for Neural Network: 257.72668336173336 MAE for Neural Network: 198.1705642663389 Training time for Neural Network: 0.5635566711425781 seconds Testing time for Neural Network: 0.001251220703125 seconds RMSE for Neural Network: 0.3152358383080313 MAE for Neural Network: 0.2531067359599708 Training time for Neural Network: 0.4595332145690918 seconds Testing time for Neural Network: 0.0006558895111083984 seconds RMSE for Neural Network: 257.2295440755261 MAE for Neural Network: 197.52358737705995 Training time for Neural Network: 0.5855040550231934 seconds Testing time for Neural Network: 0.0013399124145507812 seconds RMSE for Neural Network: 0.3785223026633463 MAE for Neural Network: 0.28475156011342695 Training time for Neural Network: 0.5991189479827881 seconds Testing time for Neural Network: 0.0015630722045898438 seconds RMSE for Neural Network: 256.4570742890053 MAE for Neural Network: 196.5195489935221 Training time for Neural Network: 1.2931461334228516 seconds Testing time for Neural Network: 0.0009191036224365234 seconds RMSE for Neural Network: 256.029867345689 MAE for Neural Network: 195.9672884937312 Training time for Neural Network: 0.18842697143554688 seconds Testing time for Neural Network: 0.0005261898040771484 seconds RMSE for Neural Network: 257.54139071761483 MAE for Neural Network: 197.92952573520495 Training time for Neural Network: 0.669182300567627 seconds Testing time for Neural Network: 0.0008859634399414062 seconds RMSE for Neural Network: 257.7025149702233 MAE for Neural Network: 198.13913153887137 Training time for Neural Network: 0.774179220199585 seconds Testing time for Neural Network: 0.0016071796417236328 seconds RMSE for Neural Network: 0.1253680190413854 MAE for Neural Network: 0.10218180651152764 Training time for Neural Network: 0.7347028255462646 seconds Testing time for Neural Network: 0.000698089599609375 seconds RMSE for Neural Network: 256.73326210460925 MAE for Neural Network: 196.8768576950424 Training time for Neural Network: 0.719454288482666 seconds Testing time for Neural Network: 0.001051187515258789 seconds RMSE for Neural Network: 0.2451116753947926 MAE for Neural Network: 0.1889497865584121 Training time for Neural Network: 0.6920430660247803 seconds Testing time for Neural Network: 0.0008349418640136719 seconds RMSE for Neural Network: 0.21691048525324394 MAE for Neural Network: 0.1713725254404335 Training time for Neural Network: 0.7653629779815674 seconds Testing time for Neural Network: 0.0007958412170410156 seconds RMSE for Neural Network: 0.1967097607313085 MAE for Neural Network: 0.14946222408838059 Training time for Neural Network: 0.591120719909668 seconds Testing time for Neural Network: 0.0006432533264160156 seconds RMSE for Neural Network: 0.16113556865011744 MAE for Neural Network: 0.13286036706695267 Training time for Neural Network: 0.6306488513946533 seconds Testing time for Neural Network: 0.0013990402221679688 seconds RMSE for Neural Network: 256.677027820755 MAE for Neural Network: 196.80363568410806 Training time for Neural Network: 0.6071178913116455 seconds Testing time for Neural Network: 0.0006139278411865234 seconds RMSE for Neural Network: 0.3984461657611317 MAE for Neural Network: 0.3193115017886432 Training time for Neural Network: 0.7370162010192871 seconds Testing time for Neural Network: 0.001348733901977539 seconds RMSE for Neural Network: 0.11237457207014202 MAE for Neural Network: 0.0880976873587028 Training time for Neural Network: 0.575293779373169 seconds Testing time for Neural Network: 0.0008120536804199219 seconds RMSE for Neural Network: 257.03753191924267 MAE for Neural Network: 197.2734701883041 Training time for Neural Network: 0.6244001388549805 seconds Testing time for Neural Network: 0.0027289390563964844 seconds RMSE for Neural Network: 256.09890864114465 MAE for Neural Network: 196.05658382737897 Training time for Neural Network: 0.6034610271453857 seconds Testing time for Neural Network: 0.0009491443634033203 seconds RMSE for Neural Network: 257.7704909331612 MAE for Neural Network: 198.2275339626737 Training time for Neural Network: 0.5396909713745117 seconds Testing time for Neural Network: 0.0008261203765869141 seconds RMSE for Neural Network: 257.3299542160622 MAE for Neural Network: 197.65433099692166 Training time for Neural Network: 0.44962310791015625 seconds Testing time for Neural Network: 0.0007767677307128906 seconds RMSE for Neural Network: 256.9204913631006 MAE for Neural Network: 197.12094791588504 Training time for Neural Network: 0.49578094482421875 seconds Testing time for Neural Network: 0.0018579959869384766 seconds RMSE for Neural Network: 257.5631791859568 MAE for Neural Network: 197.95787556290176 Training time for Neural Network: 0.5343837738037109 seconds Testing time for Neural Network: 0.0009222030639648438 seconds RMSE for Neural Network: 255.8512151126533 MAE for Neural Network: 195.73973752926494 Training time for Neural Network: 0.6522567272186279 seconds Testing time for Neural Network: 0.0008251667022705078 seconds RMSE for Neural Network: 0.8152687282626269 MAE for Neural Network: 0.6477343804493626 Training time for Neural Network: 0.47601890563964844 seconds Testing time for Neural Network: 0.0013439655303955078 seconds RMSE for Neural Network: 0.30299083257617376 MAE for Neural Network: 0.23942629032012544 Training time for Neural Network: 0.489912748336792 seconds Testing time for Neural Network: 0.0013401508331298828 seconds RMSE for Neural Network: 256.84727624078755 MAE for Neural Network: 197.02551240210346 Training time for Neural Network: 0.5122227668762207 seconds Testing time for Neural Network: 0.0009601116180419922 seconds RMSE for Neural Network: 0.2593446933698799 MAE for Neural Network: 0.20411672039578577 Training time for Neural Network: 0.6298589706420898 seconds Testing time for Neural Network: 0.0009338855743408203 seconds RMSE for Neural Network: 257.6800662055229 MAE for Neural Network: 198.10993348311098 Training time for Neural Network: 0.5326740741729736 seconds Testing time for Neural Network: 0.0013849735260009766 seconds RMSE for Neural Network: 257.526399278401 MAE for Neural Network: 197.91001882243967 Training time for Neural Network: 1.4958851337432861 seconds Testing time for Neural Network: 0.0009448528289794922 seconds RMSE for Neural Network: 0.20922546344451465 MAE for Neural Network: 0.1574820768879635 Training time for Neural Network: 0.891840934753418 seconds Testing time for Neural Network: 0.0006852149963378906 seconds RMSE for Neural Network: 0.3898234990126401 MAE for Neural Network: 0.31994837912062496 Training time for Neural Network: 1.0386040210723877 seconds Testing time for Neural Network: 0.0006659030914306641 seconds RMSE for Neural Network: 0.22915669887772822 MAE for Neural Network: 0.18597952814666116 Training time for Neural Network: 1.0650413036346436 seconds Testing time for Neural Network: 0.0009357929229736328 seconds RMSE for Neural Network: 257.6204382133482 MAE for Neural Network: 198.03236960213738 Training time for Neural Network: 0.1842963695526123 seconds Testing time for Neural Network: 0.0012898445129394531 seconds RMSE for Neural Network: 257.61356281542754 MAE for Neural Network: 198.0234253098815 Training time for Neural Network: 0.9249532222747803 seconds Testing time for Neural Network: 0.002138853073120117 seconds RMSE for Neural Network: 0.28088834982784183 MAE for Neural Network: 0.22725445492156568 Training time for Neural Network: 1.0465068817138672 seconds Testing time for Neural Network: 0.0009253025054931641 seconds RMSE for Neural Network: 257.64591943157217 MAE for Neural Network: 198.0655170006636 Training time for Neural Network: 0.5036280155181885 seconds Testing time for Neural Network: 0.0008630752563476562 seconds RMSE for Neural Network: 0.3609754970660481 MAE for Neural Network: 0.29841969892031395 Training time for Neural Network: 0.7631232738494873 seconds Testing time for Neural Network: 0.0008137226104736328 seconds RMSE for Neural Network: 0.4042391620862872 MAE for Neural Network: 0.32141480482860657 Training time for Neural Network: 0.7486417293548584 seconds Testing time for Neural Network: 0.002338886260986328 seconds RMSE for Neural Network: 0.2756757892207384 MAE for Neural Network: 0.2102820249372948 Training time for Neural Network: 0.15740180015563965 seconds Testing time for Neural Network: 0.000514984130859375 seconds RMSE for Neural Network: 256.88727214218227 MAE for Neural Network: 197.07764919861313 Training time for Neural Network: 0.5987050533294678 seconds Testing time for Neural Network: 0.0008509159088134766 seconds RMSE for Neural Network: 257.3022380472325 MAE for Neural Network: 197.61824543577626 Training time for Neural Network: 0.6554419994354248 seconds Testing time for Neural Network: 0.0008771419525146484 seconds RMSE for Neural Network: 258.28276258588926 MAE for Neural Network: 198.89322430389336 Training time for Neural Network: 0.5305120944976807 seconds Testing time for Neural Network: 0.002012014389038086 seconds RMSE for Neural Network: 258.25316111380334 MAE for Neural Network: 198.85478231682552 Training time for Neural Network: 0.543626070022583 seconds Testing time for Neural Network: 0.0013501644134521484 seconds RMSE for Neural Network: 258.2216492454058 MAE for Neural Network: 198.81385606646577 Training time for Neural Network: 0.6267259120941162 seconds Testing time for Neural Network: 0.0008590221405029297 seconds RMSE for Neural Network: 257.88715271217427 MAE for Neural Network: 198.37921453366098 Training time for Neural Network: 0.552943229675293 seconds Testing time for Neural Network: 0.0021657943725585938 seconds RMSE for Neural Network: 257.05983280992166 MAE for Neural Network: 197.30252626174067 Training time for Neural Network: 0.551231861114502 seconds Testing time for Neural Network: 0.0013580322265625 seconds RMSE for Neural Network: 0.3827451039982608 MAE for Neural Network: 0.3014466130188502 Training time for Neural Network: 0.46478796005249023 seconds Testing time for Neural Network: 0.0028138160705566406 seconds RMSE for Neural Network: 0.1806369230261341 MAE for Neural Network: 0.13554303657259212 Training time for Neural Network: 0.5282900333404541 seconds Testing time for Neural Network: 0.0012311935424804688 seconds RMSE for Neural Network: 0.3211453637951742 MAE for Neural Network: 0.26546139199123703 Training time for Neural Network: 0.539851188659668 seconds Testing time for Neural Network: 0.0008068084716796875 seconds RMSE for Neural Network: 258.39726424424384 MAE for Neural Network: 199.0418935649216 Training time for Neural Network: 0.5673048496246338 seconds Testing time for Neural Network: 0.0023109912872314453 seconds RMSE for Neural Network: 256.78440462882355 MAE for Neural Network: 196.94354441204558 Training time for Neural Network: 0.6344401836395264 seconds Testing time for Neural Network: 0.0008440017700195312 seconds RMSE for Neural Network: 258.31020391051464 MAE for Neural Network: 198.9288583119394 Training time for Neural Network: 0.7682197093963623 seconds Testing time for Neural Network: 0.0010733604431152344 seconds RMSE for Neural Network: 0.2916788237339766 MAE for Neural Network: 0.23312269444637504 Training time for Neural Network: 1.2721080780029297 seconds Testing time for Neural Network: 0.0014982223510742188 seconds RMSE for Neural Network: 258.3668056218675 MAE for Neural Network: 199.002350418903 Training time for Neural Network: 0.6783268451690674 seconds Testing time for Neural Network: 0.0014119148254394531 seconds RMSE for Neural Network: 0.3406470832582959 MAE for Neural Network: 0.27305728130005813 Training time for Neural Network: 0.5838260650634766 seconds Testing time for Neural Network: 0.0009260177612304688 seconds RMSE for Neural Network: 0.5637738483500089 MAE for Neural Network: 0.43751504971259736 Training time for Neural Network: 0.7637779712677002 seconds Testing time for Neural Network: 0.0014159679412841797 seconds RMSE for Neural Network: 256.937457700567 MAE for Neural Network: 197.14306073161862 Training time for Neural Network: 0.6443040370941162 seconds Testing time for Neural Network: 0.0008656978607177734 seconds RMSE for Neural Network: 0.20086087507401437 MAE for Neural Network: 0.1642137928461311 Training time for Neural Network: 0.5508890151977539 seconds Testing time for Neural Network: 0.0008819103240966797 seconds RMSE for Neural Network: 0.3452743186749144 MAE for Neural Network: 0.26743615246345687 Training time for Neural Network: 0.6123068332672119 seconds Testing time for Neural Network: 0.002187967300415039 seconds RMSE for Neural Network: 0.21983272648197555 MAE for Neural Network: 0.17212048094566762 Training time for Neural Network: 0.6794459819793701 seconds Testing time for Neural Network: 0.0009002685546875 seconds RMSE for Neural Network: 0.37031034473461605 MAE for Neural Network: 0.3009605738007681 Training time for Neural Network: 0.6766259670257568 seconds Testing time for Neural Network: 0.001363992691040039 seconds RMSE for Neural Network: 257.14681564162527 MAE for Neural Network: 197.41584034628028 Training time for Neural Network: 0.5178220272064209 seconds Testing time for Neural Network: 0.0008351802825927734 seconds RMSE for Neural Network: 258.3968493257027 MAE for Neural Network: 199.04135491512795 Training time for Neural Network: 0.15975522994995117 seconds Testing time for Neural Network: 0.0004260540008544922 seconds RMSE for Neural Network: 256.3470339333542 MAE for Neural Network: 196.37735925692493 Training time for Neural Network: 0.5414819717407227 seconds Testing time for Neural Network: 0.0006511211395263672 seconds RMSE for Neural Network: 0.28830314082589475 MAE for Neural Network: 0.22837777210229795 Training time for Neural Network: 0.5505270957946777 seconds Testing time for Neural Network: 0.0008378028869628906 seconds RMSE for Neural Network: 258.11493933478226 MAE for Neural Network: 198.67524036174794 Training time for Neural Network: 0.662841796875 seconds Testing time for Neural Network: 0.0009391307830810547 seconds RMSE for Neural Network: 257.54740738879013 MAE for Neural Network: 197.93735442732236 Training time for Neural Network: 0.6794559955596924 seconds Testing time for Neural Network: 0.0006573200225830078 seconds RMSE for Neural Network: 258.4134303216966 MAE for Neural Network: 199.06288000435018 Training time for Neural Network: 0.5585353374481201 seconds Testing time for Neural Network: 0.004086732864379883 seconds RMSE for Neural Network: 257.5749005640341 MAE for Neural Network: 197.9731260185888 Training time for Neural Network: 0.521946907043457 seconds Testing time for Neural Network: 0.0011031627655029297 seconds RMSE for Neural Network: 256.0983565993305 MAE for Neural Network: 196.055869905377 Training time for Neural Network: 0.5195298194885254 seconds Testing time for Neural Network: 0.0019237995147705078 seconds RMSE for Neural Network: 256.89518149443705 MAE for Neural Network: 197.08795879012945 Training time for Neural Network: 0.5203711986541748 seconds Testing time for Neural Network: 0.000743865966796875 seconds RMSE for Neural Network: 0.4091831075092512 MAE for Neural Network: 0.3240760756154226 Training time for Neural Network: 0.5425159931182861 seconds Testing time for Neural Network: 0.0013549327850341797 seconds RMSE for Neural Network: 0.17063819624068552 MAE for Neural Network: 0.14082103875216334 Training time for Neural Network: 0.5589230060577393 seconds Testing time for Neural Network: 0.002688884735107422 seconds RMSE for Neural Network: 255.9320009561806 MAE for Neural Network: 195.8406827205986 Training time for Neural Network: 0.47774219512939453 seconds Testing time for Neural Network: 0.00152587890625 seconds RMSE for Neural Network: 258.32072125550155 MAE for Neural Network: 198.94251495083333 Training time for Neural Network: 0.6181051731109619 seconds Testing time for Neural Network: 0.0006997585296630859 seconds RMSE for Neural Network: 257.57989519640427 MAE for Neural Network: 197.97962429096233 Training time for Neural Network: 0.5191411972045898 seconds Testing time for Neural Network: 0.0006279945373535156 seconds RMSE for Neural Network: 256.5092612756239 MAE for Neural Network: 196.5869679269864 Training time for Neural Network: 0.4802999496459961 seconds Testing time for Neural Network: 0.0017459392547607422 seconds RMSE for Neural Network: 0.5015615294401314 MAE for Neural Network: 0.40101106383116686 Training time for Neural Network: 0.5977418422698975 seconds Testing time for Neural Network: 0.0017421245574951172 seconds RMSE for Neural Network: 0.2245770515730776 MAE for Neural Network: 0.16412507925801 Training time for Neural Network: 0.9541671276092529 seconds Testing time for Neural Network: 0.0011260509490966797 seconds RMSE for Neural Network: 255.83168792624664 MAE for Neural Network: 195.7154873109612 Training time for Neural Network: 0.7093899250030518 seconds Testing time for Neural Network: 0.0008990764617919922 seconds RMSE for Neural Network: 256.9340200392502 MAE for Neural Network: 197.13858039087586 Training time for Neural Network: 0.538550853729248 seconds Testing time for Neural Network: 0.0009951591491699219 seconds RMSE for Neural Network: 257.31177553783925 MAE for Neural Network: 197.63066324696524 Training time for Neural Network: 0.41173815727233887 seconds Testing time for Neural Network: 0.0006668567657470703 seconds RMSE for Neural Network: 0.4675545359057602 MAE for Neural Network: 0.3652994486520141 Training time for Neural Network: 0.6159439086914062 seconds Testing time for Neural Network: 0.0006749629974365234 seconds RMSE for Neural Network: 258.0457790005637 MAE for Neural Network: 198.58538034056724 Training time for Neural Network: 0.5756940841674805 seconds Testing time for Neural Network: 0.0006852149963378906 seconds RMSE for Neural Network: 258.13575960207476 MAE for Neural Network: 198.70228889054124 Training time for Neural Network: 0.675152063369751 seconds Testing time for Neural Network: 0.0009500980377197266 seconds RMSE for Neural Network: 257.9845854581331 MAE for Neural Network: 198.50585774481507 Training time for Neural Network: 0.3358321189880371 seconds Testing time for Neural Network: 0.0005810260772705078 seconds RMSE for Neural Network: 255.92493208711517 MAE for Neural Network: 195.83153668512813 Training time for Neural Network: 0.5608487129211426 seconds Testing time for Neural Network: 0.0008833408355712891 seconds RMSE for Neural Network: 256.5588218993526 MAE for Neural Network: 196.65098501333136 Training time for Neural Network: 0.6334700584411621 seconds Testing time for Neural Network: 0.0009100437164306641 seconds RMSE for Neural Network: 256.94400769449715 MAE for Neural Network: 197.15159729281876 Training time for Neural Network: 0.6437211036682129 seconds Testing time for Neural Network: 0.000885009765625 seconds RMSE for Neural Network: 0.2789209318033463 MAE for Neural Network: 0.2149285796685029 Training time for Neural Network: 0.17491698265075684 seconds Testing time for Neural Network: 0.0005440711975097656 seconds RMSE for Neural Network: 0.45716506420044506 MAE for Neural Network: 0.35687043423358716 Training time for Neural Network: 0.530745267868042 seconds Testing time for Neural Network: 0.0008258819580078125 seconds RMSE for Neural Network: 257.54769865464823 MAE for Neural Network: 197.93773340953834 Training time for Neural Network: 0.5662319660186768 seconds Testing time for Neural Network: 0.0015041828155517578 seconds RMSE for Neural Network: 258.29499627979357 MAE for Neural Network: 198.90911072190372 Training time for Neural Network: 0.6376729011535645 seconds Testing time for Neural Network: 0.003261089324951172 seconds RMSE for Neural Network: 258.1698647012903 MAE for Neural Network: 198.74659309000126 Training time for Neural Network: 0.4514167308807373 seconds Testing time for Neural Network: 0.0006201267242431641 seconds RMSE for Neural Network: 256.6374713619358 MAE for Neural Network: 196.75255811702726 Training time for Neural Network: 0.5899810791015625 seconds Testing time for Neural Network: 0.0012097358703613281 seconds RMSE for Neural Network: 0.1558053561050277 MAE for Neural Network: 0.12516163897145804 Training time for Neural Network: 0.5047049522399902 seconds Testing time for Neural Network: 0.001814126968383789 seconds RMSE for Neural Network: 257.0740481047253 MAE for Neural Network: 197.32104660666747 Training time for Neural Network: 0.6143279075622559 seconds Testing time for Neural Network: 0.001363992691040039 seconds RMSE for Neural Network: 256.6436808056618 MAE for Neural Network: 196.76057647197842 Training time for Neural Network: 0.5878231525421143 seconds Testing time for Neural Network: 0.0006468296051025391 seconds RMSE for Neural Network: 258.409317851314 MAE for Neural Network: 199.05754137279354 Training time for Neural Network: 0.6600661277770996 seconds Testing time for Neural Network: 0.0006799697875976562 seconds RMSE for Neural Network: 257.7689659429832 MAE for Neural Network: 198.22555089673682 Training time for Neural Network: 0.6285719871520996 seconds Testing time for Neural Network: 0.0009090900421142578 seconds RMSE for Neural Network: 0.21707570952843036 MAE for Neural Network: 0.16957848872412576 Training time for Neural Network: 0.6390378475189209 seconds Testing time for Neural Network: 0.0016701221466064453 seconds RMSE for Neural Network: 256.6760727887663 MAE for Neural Network: 196.8024025570786 Training time for Neural Network: 0.7367842197418213 seconds Testing time for Neural Network: 0.0018329620361328125 seconds RMSE for Neural Network: 256.9902924612216 MAE for Neural Network: 197.21191557384205 Training time for Neural Network: 0.64072585105896 seconds Testing time for Neural Network: 0.0009150505065917969 seconds RMSE for Neural Network: 256.60817242668384 MAE for Neural Network: 196.71472209275234 Training time for Neural Network: 0.7048580646514893 seconds Testing time for Neural Network: 0.0025827884674072266 seconds RMSE for Neural Network: 0.30558796826818413 MAE for Neural Network: 0.2082647706385729 Training time for Neural Network: 1.18538498878479 seconds Testing time for Neural Network: 0.007843017578125 seconds RMSE for Neural Network: 0.3669231309112084 MAE for Neural Network: 0.30217466467694043 Training time for Neural Network: 2.12995982170105 seconds Testing time for Neural Network: 0.0012259483337402344 seconds RMSE for Neural Network: 256.3316437907314 MAE for Neural Network: 196.35746930760135 Training time for Neural Network: 0.8838777542114258 seconds Testing time for Neural Network: 0.006711244583129883 seconds RMSE for Neural Network: 256.81198982806234 MAE for Neural Network: 196.97950996093175 Training time for Neural Network: 0.8446357250213623 seconds Testing time for Neural Network: 0.0014462471008300781 seconds RMSE for Neural Network: 257.88564067454854 MAE for Neural Network: 198.37724892517886 Training time for Neural Network: 0.72418212890625 seconds Testing time for Neural Network: 0.0007758140563964844 seconds RMSE for Neural Network: 256.66903305796654 MAE for Neural Network: 196.7933128331641 Training time for Neural Network: 1.036039113998413 seconds Testing time for Neural Network: 0.0021331310272216797 seconds RMSE for Neural Network: 0.16166340626514056 MAE for Neural Network: 0.13022362620792594 Training time for Neural Network: 1.1969821453094482 seconds Testing time for Neural Network: 0.0006508827209472656 seconds RMSE for Neural Network: 0.0901672934091394 MAE for Neural Network: 0.06753650156086471 Training time for Neural Network: 0.8655719757080078 seconds Testing time for Neural Network: 0.0006849765777587891 seconds RMSE for Neural Network: 0.17992391514964723 MAE for Neural Network: 0.14006769782776293 Training time for Neural Network: 0.9767601490020752 seconds Testing time for Neural Network: 0.0006380081176757812 seconds RMSE for Neural Network: 257.5837825704299 MAE for Neural Network: 197.9846819031475 Training time for Neural Network: 1.020768642425537 seconds Testing time for Neural Network: 0.0007109642028808594 seconds RMSE for Neural Network: 256.19953370498484 MAE for Neural Network: 196.18669793702946 Training time for Neural Network: 1.072436809539795 seconds Testing time for Neural Network: 0.005168914794921875 seconds RMSE for Neural Network: 256.6175536774035 MAE for Neural Network: 196.72683717101071 Training time for Neural Network: 1.066951036453247 seconds Testing time for Neural Network: 0.0038411617279052734 seconds RMSE for Neural Network: 256.0625098418243 MAE for Neural Network: 196.00950915284045 Training time for Neural Network: 1.4068691730499268 seconds Testing time for Neural Network: 0.007132768630981445 seconds RMSE for Neural Network: 258.3447481505661 MAE for Neural Network: 198.97371213800935 Training time for Neural Network: 1.0989718437194824 seconds Testing time for Neural Network: 0.0021047592163085938 seconds RMSE for Neural Network: 258.36512199158733 MAE for Neural Network: 199.00016453944903 Training time for Neural Network: 0.7020480632781982 seconds Testing time for Neural Network: 0.0013496875762939453 seconds RMSE for Neural Network: 0.34238101945538857 MAE for Neural Network: 0.2682704775296771 Training time for Neural Network: 0.7748878002166748 seconds Testing time for Neural Network: 0.0009310245513916016 seconds RMSE for Neural Network: 257.7697832781975 MAE for Neural Network: 198.22661374368704 Training time for Neural Network: 1.1864039897918701 seconds Testing time for Neural Network: 0.0010979175567626953 seconds RMSE for Neural Network: 0.20552041786939998 MAE for Neural Network: 0.16877813254210047 Training time for Neural Network: 0.6250507831573486 seconds Testing time for Neural Network: 0.001191854476928711 seconds RMSE for Neural Network: 257.8908488215141 MAE for Neural Network: 198.38401934349713 Training time for Neural Network: 0.5503890514373779 seconds Testing time for Neural Network: 0.0008881092071533203 seconds RMSE for Neural Network: 256.1352090352925 MAE for Neural Network: 196.10352652719345 Training time for Neural Network: 0.5437328815460205 seconds Testing time for Neural Network: 0.0006339550018310547 seconds RMSE for Neural Network: 0.4926520849310783 MAE for Neural Network: 0.40174617898470094 Training time for Neural Network: 0.6056067943572998 seconds Testing time for Neural Network: 0.0010802745819091797 seconds RMSE for Neural Network: 256.12696963020807 MAE for Neural Network: 196.09287196089338 Training time for Neural Network: 0.9432199001312256 seconds Testing time for Neural Network: 0.0008707046508789062 seconds RMSE for Neural Network: 257.2330232652937 MAE for Neural Network: 197.52811820903653 Training time for Neural Network: 0.5555520057678223 seconds Testing time for Neural Network: 0.0007131099700927734 seconds RMSE for Neural Network: 258.1177901584972 MAE for Neural Network: 198.6789440814149 Training time for Neural Network: 0.1737959384918213 seconds Testing time for Neural Network: 0.0004930496215820312 seconds RMSE for Neural Network: 0.22182468494061 MAE for Neural Network: 0.17298831662362407 Training time for Neural Network: 0.7346770763397217 seconds Testing time for Neural Network: 0.002170085906982422 seconds RMSE for Neural Network: 0.29428577023144836 MAE for Neural Network: 0.24946611506806307 Training time for Neural Network: 0.7043111324310303 seconds Testing time for Neural Network: 0.0009577274322509766 seconds RMSE for Neural Network: 258.33585020447805 MAE for Neural Network: 198.9621590299787 Training time for Neural Network: 0.5824530124664307 seconds Testing time for Neural Network: 0.0013790130615234375 seconds RMSE for Neural Network: 0.5663233656991883 MAE for Neural Network: 0.4710770098180113 Training time for Neural Network: 0.6057777404785156 seconds Testing time for Neural Network: 0.0018908977508544922 seconds RMSE for Neural Network: 0.27051131647552906 MAE for Neural Network: 0.21288783653693882 Training time for Neural Network: 0.5694918632507324 seconds Testing time for Neural Network: 0.00139617919921875 seconds RMSE for Neural Network: 0.21235412273918194 MAE for Neural Network: 0.15491126304301328 Training time for Neural Network: 0.6269779205322266 seconds Testing time for Neural Network: 0.0006971359252929688 seconds RMSE for Neural Network: 257.9853133756672 MAE for Neural Network: 198.5068037688915 Training time for Neural Network: 0.6687369346618652 seconds Testing time for Neural Network: 0.0018711090087890625 seconds RMSE for Neural Network: 258.137213960323 MAE for Neural Network: 198.70417825551016 Training time for Neural Network: 0.7053041458129883 seconds Testing time for Neural Network: 0.0008356571197509766 seconds RMSE for Neural Network: 0.16948170218914782 MAE for Neural Network: 0.11717627037965171 Training time for Neural Network: 0.6294851303100586 seconds Testing time for Neural Network: 0.00160980224609375 seconds RMSE for Neural Network: 256.01303633793924 MAE for Neural Network: 195.94551734055233 Training time for Neural Network: 0.6877570152282715 seconds Testing time for Neural Network: 0.0015878677368164062 seconds RMSE for Neural Network: 256.37188468536397 MAE for Neural Network: 196.4094741564952 Training time for Neural Network: 0.6798141002655029 seconds Testing time for Neural Network: 0.00144195556640625 seconds RMSE for Neural Network: 0.17621734421630816 MAE for Neural Network: 0.14424937084033243 Training time for Neural Network: 0.7563602924346924 seconds Testing time for Neural Network: 0.003118753433227539 seconds RMSE for Neural Network: 257.10262067496984 MAE for Neural Network: 197.3582701153854 Training time for Neural Network: 0.6431457996368408 seconds Testing time for Neural Network: 0.0006291866302490234 seconds RMSE for Neural Network: 257.0231312797881 MAE for Neural Network: 197.25470650371616 Training time for Neural Network: 0.7493219375610352 seconds Testing time for Neural Network: 0.0014350414276123047 seconds RMSE for Neural Network: 0.18788427758154086 MAE for Neural Network: 0.1390203808251753 Training time for Neural Network: 0.7670481204986572 seconds Testing time for Neural Network: 0.0015020370483398438 seconds RMSE for Neural Network: 256.908916142447 MAE for Neural Network: 197.10586094402896 Training time for Neural Network: 0.638983964920044 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 256.2702229079052 MAE for Neural Network: 196.27808166181566 Training time for Neural Network: 1.1888999938964844 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 257.2123717973038 MAE for Neural Network: 197.50122387113058 Training time for Neural Network: 0.6152431964874268 seconds Testing time for Neural Network: 0.0010840892791748047 seconds RMSE for Neural Network: 0.3252481022249816 MAE for Neural Network: 0.26108248524609323 Training time for Neural Network: 0.6479799747467041 seconds Testing time for Neural Network: 0.001828908920288086 seconds RMSE for Neural Network: 0.40649450692741196 MAE for Neural Network: 0.32170549186419545 Training time for Neural Network: 0.540992021560669 seconds Testing time for Neural Network: 0.0008623600006103516 seconds RMSE for Neural Network: 0.24030480511392574 MAE for Neural Network: 0.18204121825549507 Training time for Neural Network: 0.582423210144043 seconds Testing time for Neural Network: 0.0013942718505859375 seconds RMSE for Neural Network: 258.29858626937937 MAE for Neural Network: 198.91377250899453 Training time for Neural Network: 0.5870177745819092 seconds Testing time for Neural Network: 0.0008661746978759766 seconds RMSE for Neural Network: 0.2394656100733611 MAE for Neural Network: 0.1994429077812272 Training time for Neural Network: 0.56227707862854 seconds Testing time for Neural Network: 0.0013718605041503906 seconds RMSE for Neural Network: 0.49021384072376795 MAE for Neural Network: 0.39624915728148496 Training time for Neural Network: 0.17306804656982422 seconds Testing time for Neural Network: 0.0004987716674804688 seconds RMSE for Neural Network: 257.0178848394935 MAE for Neural Network: 197.2478703367089 Training time for Neural Network: 0.48181724548339844 seconds Testing time for Neural Network: 0.0007069110870361328 seconds RMSE for Neural Network: 257.9920834272063 MAE for Neural Network: 198.51560224856527 Training time for Neural Network: 0.5316410064697266 seconds Testing time for Neural Network: 0.0009331703186035156 seconds RMSE for Neural Network: 257.4717433005065 MAE for Neural Network: 197.83889360588807 Training time for Neural Network: 0.5518252849578857 seconds Testing time for Neural Network: 0.0008237361907958984 seconds RMSE for Neural Network: 0.4587344792794297 MAE for Neural Network: 0.34180365978478683 Training time for Neural Network: 0.610100269317627 seconds Testing time for Neural Network: 0.0013790130615234375 seconds RMSE for Neural Network: 257.877965776132 MAE for Neural Network: 198.36727163984463 Training time for Neural Network: 0.34630870819091797 seconds Testing time for Neural Network: 0.0013501644134521484 seconds RMSE for Neural Network: 0.4525939972269823 MAE for Neural Network: 0.36908951452024835 Training time for Neural Network: 0.6440896987915039 seconds Testing time for Neural Network: 0.003047943115234375 seconds RMSE for Neural Network: 0.4821548671243285 MAE for Neural Network: 0.4058452161599939 Training time for Neural Network: 0.4368448257446289 seconds Testing time for Neural Network: 0.0006198883056640625 seconds RMSE for Neural Network: 0.21485491382676045 MAE for Neural Network: 0.17167201344073704 Training time for Neural Network: 0.6146240234375 seconds Testing time for Neural Network: 0.0012097358703613281 seconds RMSE for Neural Network: 257.61197590417964 MAE for Neural Network: 198.02136085345853 Training time for Neural Network: 0.5460929870605469 seconds Testing time for Neural Network: 0.0007822513580322266 seconds RMSE for Neural Network: 255.89951319166136 MAE for Neural Network: 195.79971180959765 Training time for Neural Network: 0.5917148590087891 seconds Testing time for Neural Network: 0.003785848617553711 seconds RMSE for Neural Network: 256.4323975806052 MAE for Neural Network: 196.48766647388555 Training time for Neural Network: 0.584312915802002 seconds Testing time for Neural Network: 0.00144195556640625 seconds RMSE for Neural Network: 0.19378092123905186 MAE for Neural Network: 0.14750373160683705 Training time for Neural Network: 0.6001667976379395 seconds Testing time for Neural Network: 0.0009222030639648438 seconds RMSE for Neural Network: 255.90768021291453 MAE for Neural Network: 195.80985243937576 Training time for Neural Network: 0.7144172191619873 seconds Testing time for Neural Network: 0.0009238719940185547 seconds RMSE for Neural Network: 256.96436818400065 MAE for Neural Network: 197.17813200556154 Training time for Neural Network: 0.6076109409332275 seconds Testing time for Neural Network: 0.003367185592651367 seconds RMSE for Neural Network: 0.25745258309040114 MAE for Neural Network: 0.19142652441011065 Training time for Neural Network: 0.6063077449798584 seconds Testing time for Neural Network: 0.0009591579437255859 seconds RMSE for Neural Network: 256.28556832946276 MAE for Neural Network: 196.29791716384062 Training time for Neural Network: 0.6403799057006836 seconds Testing time for Neural Network: 0.00160980224609375 seconds RMSE for Neural Network: 0.48097344444407225 MAE for Neural Network: 0.37331202522981854 Training time for Neural Network: 0.574211835861206 seconds Testing time for Neural Network: 0.0007839202880859375 seconds RMSE for Neural Network: 0.22707798898548148 MAE for Neural Network: 0.1810162634970903 Training time for Neural Network: 0.605827808380127 seconds Testing time for Neural Network: 0.0009291172027587891 seconds RMSE for Neural Network: 256.0599303613172 MAE for Neural Network: 196.00617292366798 Training time for Neural Network: 0.5919680595397949 seconds Testing time for Neural Network: 0.001110076904296875 seconds RMSE for Neural Network: 0.16209109815769687 MAE for Neural Network: 0.12800179241688361 Training time for Neural Network: 0.995074987411499 seconds Testing time for Neural Network: 0.0011348724365234375 seconds RMSE for Neural Network: 0.1528636748939682 MAE for Neural Network: 0.12302601790639128 Training time for Neural Network: 0.18519186973571777 seconds Testing time for Neural Network: 0.0004961490631103516 seconds RMSE for Neural Network: 256.4949843524763 MAE for Neural Network: 196.56852492034753 Training time for Neural Network: 0.509192943572998 seconds Testing time for Neural Network: 0.0011949539184570312 seconds RMSE for Neural Network: 256.2016271180785 MAE for Neural Network: 196.18940445992826 Training time for Neural Network: 0.7894489765167236 seconds Testing time for Neural Network: 0.0024750232696533203 seconds RMSE for Neural Network: 257.1872267503024 MAE for Neural Network: 197.46847553093497 Training time for Neural Network: 0.607342004776001 seconds Testing time for Neural Network: 0.0006542205810546875 seconds RMSE for Neural Network: 0.1914307177815341 MAE for Neural Network: 0.14376732376090273 Training time for Neural Network: 0.586374044418335 seconds Testing time for Neural Network: 0.0008840560913085938 seconds RMSE for Neural Network: 256.3956825064438 MAE for Neural Network: 196.44022628811265 Training time for Neural Network: 0.603477954864502 seconds Testing time for Neural Network: 0.0018470287322998047 seconds RMSE for Neural Network: 256.0727870903115 MAE for Neural Network: 196.02280122765632 Training time for Neural Network: 0.5867700576782227 seconds Testing time for Neural Network: 0.0013310909271240234 seconds RMSE for Neural Network: 257.4506541868172 MAE for Neural Network: 197.8114470050208 Training time for Neural Network: 0.5046210289001465 seconds Testing time for Neural Network: 0.0016160011291503906 seconds RMSE for Neural Network: 13.271361813985513 MAE for Neural Network: 10.563467237895079 Training time for Neural Network: 0.5439181327819824 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 258.15997299813006 MAE for Neural Network: 198.73374369591903 Training time for Neural Network: 0.57283616065979 seconds Testing time for Neural Network: 0.001814126968383789 seconds RMSE for Neural Network: 5.251505416054571 MAE for Neural Network: 3.8856863801713244 Training time for Neural Network: 0.47179603576660156 seconds Testing time for Neural Network: 0.0012028217315673828 seconds RMSE for Neural Network: 0.7951056370813017 MAE for Neural Network: 0.6134302680479691 Training time for Neural Network: 0.5792360305786133 seconds Testing time for Neural Network: 0.0008518695831298828 seconds RMSE for Neural Network: 0.42720298628548764 MAE for Neural Network: 0.34501688343343334 Training time for Neural Network: 0.6268758773803711 seconds Testing time for Neural Network: 0.0024330615997314453 seconds RMSE for Neural Network: 258.4625946725974 MAE for Neural Network: 199.12669853611135 Training time for Neural Network: 0.6892907619476318 seconds Testing time for Neural Network: 0.0018210411071777344 seconds RMSE for Neural Network: 0.2027882805470505 MAE for Neural Network: 0.1554827922910409 Training time for Neural Network: 0.8571288585662842 seconds Testing time for Neural Network: 0.004366159439086914 seconds RMSE for Neural Network: 257.6252407504567 MAE for Neural Network: 198.0386171854641 Training time for Neural Network: 0.8101911544799805 seconds Testing time for Neural Network: 0.0008749961853027344 seconds RMSE for Neural Network: 0.2154128198466018 MAE for Neural Network: 0.16149556869787043 Training time for Neural Network: 0.5324254035949707 seconds Testing time for Neural Network: 0.0012066364288330078 seconds RMSE for Neural Network: 0.28911454972879164 MAE for Neural Network: 0.22273445517406132 Training time for Neural Network: 0.7516019344329834 seconds Testing time for Neural Network: 0.0008351802825927734 seconds RMSE for Neural Network: 257.14371805137597 MAE for Neural Network: 197.4118055190356 Training time for Neural Network: 0.5749640464782715 seconds Testing time for Neural Network: 0.002240896224975586 seconds RMSE for Neural Network: 257.17418102522345 MAE for Neural Network: 197.45148419547112 Training time for Neural Network: 0.7517399787902832 seconds Testing time for Neural Network: 0.00197601318359375 seconds RMSE for Neural Network: 0.07929728147133992 MAE for Neural Network: 0.06054190490725333 Training time for Neural Network: 0.7582268714904785 seconds Testing time for Neural Network: 0.0013937950134277344 seconds RMSE for Neural Network: 0.2518665382594769 MAE for Neural Network: 0.1837664530668289 Training time for Neural Network: 0.6636760234832764 seconds Testing time for Neural Network: 0.0023698806762695312 seconds RMSE for Neural Network: 257.6356004681798 MAE for Neural Network: 198.05209378746684 Training time for Neural Network: 0.712867021560669 seconds Testing time for Neural Network: 0.0010581016540527344 seconds RMSE for Neural Network: 255.94144951219047 MAE for Neural Network: 195.85290742773975 Training time for Neural Network: 0.5591270923614502 seconds Testing time for Neural Network: 0.0008490085601806641 seconds RMSE for Neural Network: 0.2786550704531222 MAE for Neural Network: 0.2217975676711329 Training time for Neural Network: 1.2467520236968994 seconds Testing time for Neural Network: 0.0006880760192871094 seconds RMSE for Neural Network: 0.2636616031635227 MAE for Neural Network: 0.20087717080374845 Training time for Neural Network: 0.5313088893890381 seconds Testing time for Neural Network: 0.0006859302520751953 seconds RMSE for Neural Network: 0.15543616429539883 MAE for Neural Network: 0.11587572635294752 Training time for Neural Network: 0.5891520977020264 seconds Testing time for Neural Network: 0.0015621185302734375 seconds RMSE for Neural Network: 0.2774716924441858 MAE for Neural Network: 0.2200261287989043 Training time for Neural Network: 0.6378638744354248 seconds Testing time for Neural Network: 0.0012061595916748047 seconds RMSE for Neural Network: 258.00645999544633 MAE for Neural Network: 198.53428576541089 Training time for Neural Network: 0.6579329967498779 seconds Testing time for Neural Network: 0.0006878376007080078 seconds RMSE for Neural Network: 0.2197244739074687 MAE for Neural Network: 0.1724849290476316 Training time for Neural Network: 0.5973520278930664 seconds Testing time for Neural Network: 0.0011010169982910156 seconds RMSE for Neural Network: 0.2214501416996847 MAE for Neural Network: 0.17369617134924958 Training time for Neural Network: 0.4951450824737549 seconds Testing time for Neural Network: 0.0009708404541015625 seconds RMSE for Neural Network: 0.48282429496070656 MAE for Neural Network: 0.37355426067077424 Training time for Neural Network: 0.5554840564727783 seconds Testing time for Neural Network: 0.0008189678192138672 seconds RMSE for Neural Network: 0.46096276061641084 MAE for Neural Network: 0.36695152683719523 Training time for Neural Network: 0.5604979991912842 seconds Testing time for Neural Network: 0.0020291805267333984 seconds RMSE for Neural Network: 257.614557598064 MAE for Neural Network: 198.02471944544254 Training time for Neural Network: 0.5428810119628906 seconds Testing time for Neural Network: 0.0009257793426513672 seconds RMSE for Neural Network: 0.1739833187608878 MAE for Neural Network: 0.12304471855421725 Training time for Neural Network: 0.6107940673828125 seconds Testing time for Neural Network: 0.0014500617980957031 seconds RMSE for Neural Network: 0.1652239709623955 MAE for Neural Network: 0.12900686390541696 Training time for Neural Network: 0.6171739101409912 seconds Testing time for Neural Network: 0.002218008041381836 seconds RMSE for Neural Network: 257.90529723102503 MAE for Neural Network: 198.40280130286317 Training time for Neural Network: 0.586122989654541 seconds Testing time for Neural Network: 0.0006747245788574219 seconds RMSE for Neural Network: 0.24074347671923105 MAE for Neural Network: 0.17579188821553207 Training time for Neural Network: 0.5934970378875732 seconds Testing time for Neural Network: 0.001828908920288086 seconds RMSE for Neural Network: 256.49797881686516 MAE for Neural Network: 196.57239324544025 Training time for Neural Network: 0.4911689758300781 seconds Testing time for Neural Network: 0.0006239414215087891 seconds RMSE for Neural Network: 255.9589855775271 MAE for Neural Network: 195.87559504936237 Training time for Neural Network: 0.6077797412872314 seconds Testing time for Neural Network: 0.0006821155548095703 seconds RMSE for Neural Network: 257.6456506321824 MAE for Neural Network: 198.06516734317677 Training time for Neural Network: 0.37073302268981934 seconds Testing time for Neural Network: 0.0008258819580078125 seconds RMSE for Neural Network: 256.43814755543804 MAE for Neural Network: 196.49509568364047 Training time for Neural Network: 0.5902330875396729 seconds Testing time for Neural Network: 0.0008409023284912109 seconds RMSE for Neural Network: 4.0766110829604845 MAE for Neural Network: 3.1640075503272054 Training time for Neural Network: 0.5818831920623779 seconds Testing time for Neural Network: 0.0016238689422607422 seconds RMSE for Neural Network: 256.4344708986425 MAE for Neural Network: 196.4903453016529 Training time for Neural Network: 0.6865091323852539 seconds Testing time for Neural Network: 0.0006968975067138672 seconds RMSE for Neural Network: 0.22957671221924322 MAE for Neural Network: 0.18153355914595898 Training time for Neural Network: 0.7490837574005127 seconds Testing time for Neural Network: 0.0008058547973632812 seconds RMSE for Neural Network: 0.18347851269352866 MAE for Neural Network: 0.1350851709709948 Training time for Neural Network: 0.6249511241912842 seconds Testing time for Neural Network: 0.0008418560028076172 seconds RMSE for Neural Network: 0.2871767059501511 MAE for Neural Network: 0.23640957476295482 Training time for Neural Network: 0.6255621910095215 seconds Testing time for Neural Network: 0.0008077621459960938 seconds RMSE for Neural Network: 257.45865375720354 MAE for Neural Network: 197.82185829546637 Training time for Neural Network: 0.5722520351409912 seconds Testing time for Neural Network: 0.001386880874633789 seconds RMSE for Neural Network: 0.23479409094241344 MAE for Neural Network: 0.19443413126175166 Training time for Neural Network: 0.5846648216247559 seconds Testing time for Neural Network: 0.0008740425109863281 seconds RMSE for Neural Network: 257.6923182639387 MAE for Neural Network: 198.12586937914773 Training time for Neural Network: 0.5341408252716064 seconds Testing time for Neural Network: 0.0014111995697021484 seconds RMSE for Neural Network: 256.1927244289968 MAE for Neural Network: 196.1778942817234 Training time for Neural Network: 1.2857322692871094 seconds Testing time for Neural Network: 0.0022819042205810547 seconds RMSE for Neural Network: 0.32684609911817347 MAE for Neural Network: 0.25485831769502526 Training time for Neural Network: 0.5690410137176514 seconds Testing time for Neural Network: 0.000993967056274414 seconds RMSE for Neural Network: 0.24627863972296224 MAE for Neural Network: 0.19334382453124868 Training time for Neural Network: 0.5897870063781738 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 0.412880159531681 MAE for Neural Network: 0.33513980235358504 Training time for Neural Network: 0.5876932144165039 seconds Testing time for Neural Network: 0.0014379024505615234 seconds RMSE for Neural Network: 0.598062649222229 MAE for Neural Network: 0.4797991395992127 Training time for Neural Network: 0.575427770614624 seconds Testing time for Neural Network: 0.0008130073547363281 seconds RMSE for Neural Network: 0.7678248115033369 MAE for Neural Network: 0.6182378128009265 Training time for Neural Network: 0.5519199371337891 seconds Testing time for Neural Network: 0.0017361640930175781 seconds RMSE for Neural Network: 0.26397987640275605 MAE for Neural Network: 0.2145430709744065 Training time for Neural Network: 0.5241231918334961 seconds Testing time for Neural Network: 0.0007827281951904297 seconds RMSE for Neural Network: 0.3620439674107199 MAE for Neural Network: 0.2951073824934029 Training time for Neural Network: 0.6040189266204834 seconds Testing time for Neural Network: 0.0006868839263916016 seconds RMSE for Neural Network: 257.90082848331014 MAE for Neural Network: 198.39699230930336 Training time for Neural Network: 0.16895198822021484 seconds Testing time for Neural Network: 0.0005259513854980469 seconds RMSE for Neural Network: 256.0759617487808 MAE for Neural Network: 196.02690709457912 Training time for Neural Network: 0.5376811027526855 seconds Testing time for Neural Network: 0.0016057491302490234 seconds RMSE for Neural Network: 255.99457505978825 MAE for Neural Network: 195.92163624479338 Training time for Neural Network: 0.7071499824523926 seconds Testing time for Neural Network: 0.0018200874328613281 seconds RMSE for Neural Network: 0.21369980600543606 MAE for Neural Network: 0.1708453342871462 Training time for Neural Network: 0.6654901504516602 seconds Testing time for Neural Network: 0.0030059814453125 seconds RMSE for Neural Network: 0.3264271545434402 MAE for Neural Network: 0.24319679213842618 Training time for Neural Network: 0.7427561283111572 seconds Testing time for Neural Network: 0.001577138900756836 seconds RMSE for Neural Network: 256.3793837291961 MAE for Neural Network: 196.41916482275116 Training time for Neural Network: 0.6460568904876709 seconds Testing time for Neural Network: 0.0008692741394042969 seconds RMSE for Neural Network: 0.26435348559407135 MAE for Neural Network: 0.21641341265192834 Training time for Neural Network: 0.49571728706359863 seconds Testing time for Neural Network: 0.0009737014770507812 seconds RMSE for Neural Network: 0.2052942557242387 MAE for Neural Network: 0.1534592291424679 Training time for Neural Network: 0.5894279479980469 seconds Testing time for Neural Network: 0.0015609264373779297 seconds RMSE for Neural Network: 0.5134159269159431 MAE for Neural Network: 0.3972752731170804 Training time for Neural Network: 0.6688477993011475 seconds Testing time for Neural Network: 0.0010051727294921875 seconds RMSE for Neural Network: 0.4935691281574249 MAE for Neural Network: 0.3990938668987954 Training time for Neural Network: 0.6853640079498291 seconds Testing time for Neural Network: 0.001497030258178711 seconds RMSE for Neural Network: 256.6845849388601 MAE for Neural Network: 196.81339324028858 Training time for Neural Network: 0.6537809371948242 seconds Testing time for Neural Network: 0.0019519329071044922 seconds RMSE for Neural Network: 256.7091265632276 MAE for Neural Network: 196.84538319669883 Training time for Neural Network: 0.6915860176086426 seconds Testing time for Neural Network: 0.0013728141784667969 seconds RMSE for Neural Network: 258.1679357528359 MAE for Neural Network: 198.74408739854474 Training time for Neural Network: 0.6433718204498291 seconds Testing time for Neural Network: 0.0017671585083007812 seconds RMSE for Neural Network: 257.96637874735563 MAE for Neural Network: 198.48219514360514 Training time for Neural Network: 0.6690328121185303 seconds Testing time for Neural Network: 0.0009522438049316406 seconds RMSE for Neural Network: 0.21636513475999883 MAE for Neural Network: 0.1809094045051159 Training time for Neural Network: 0.5621130466461182 seconds Testing time for Neural Network: 0.0009248256683349609 seconds RMSE for Neural Network: 256.48118198895753 MAE for Neural Network: 196.55069426658534 Training time for Neural Network: 0.5341329574584961 seconds Testing time for Neural Network: 0.0009794235229492188 seconds RMSE for Neural Network: 0.2736047460105143 MAE for Neural Network: 0.2063423494311927 Training time for Neural Network: 0.5380940437316895 seconds Testing time for Neural Network: 0.0014100074768066406 seconds RMSE for Neural Network: 0.3058961028817451 MAE for Neural Network: 0.24693868683416081 Training time for Neural Network: 0.5198588371276855 seconds Testing time for Neural Network: 0.0008320808410644531 seconds RMSE for Neural Network: 256.68827304733736 MAE for Neural Network: 196.8181870280905 Training time for Neural Network: 1.1919128894805908 seconds Testing time for Neural Network: 0.0013360977172851562 seconds RMSE for Neural Network: 257.6692346199653 MAE for Neural Network: 198.0958447182543 Training time for Neural Network: 0.4621388912200928 seconds Testing time for Neural Network: 0.0008339881896972656 seconds RMSE for Neural Network: 256.07782457834 MAE for Neural Network: 196.02931632290492 Training time for Neural Network: 0.5163249969482422 seconds Testing time for Neural Network: 0.0008800029754638672 seconds RMSE for Neural Network: 256.5935993491391 MAE for Neural Network: 196.69590160041452 Training time for Neural Network: 0.6296472549438477 seconds Testing time for Neural Network: 0.0009908676147460938 seconds RMSE for Neural Network: 257.52457034345065 MAE for Neural Network: 197.90763895205978 Training time for Neural Network: 0.5535862445831299 seconds Testing time for Neural Network: 0.0008766651153564453 seconds RMSE for Neural Network: 0.2512498835808876 MAE for Neural Network: 0.1828582926078789 Training time for Neural Network: 0.5263941287994385 seconds Testing time for Neural Network: 0.0009810924530029297 seconds RMSE for Neural Network: 256.15038202869664 MAE for Neural Network: 196.1231464446502 Training time for Neural Network: 0.5964791774749756 seconds Testing time for Neural Network: 0.0020399093627929688 seconds RMSE for Neural Network: 0.2041679570997737 MAE for Neural Network: 0.16081583229159732 Training time for Neural Network: 0.5735809803009033 seconds Testing time for Neural Network: 0.0008871555328369141 seconds RMSE for Neural Network: 256.84678161572646 MAE for Neural Network: 197.02486759634346 Training time for Neural Network: 0.17222094535827637 seconds Testing time for Neural Network: 0.0004763603210449219 seconds RMSE for Neural Network: 258.26348463958067 MAE for Neural Network: 198.8681893194056 Training time for Neural Network: 0.5395462512969971 seconds Testing time for Neural Network: 0.0009021759033203125 seconds RMSE for Neural Network: 257.78807201767927 MAE for Neural Network: 198.25039545885454 Training time for Neural Network: 0.6072330474853516 seconds Testing time for Neural Network: 0.0010249614715576172 seconds RMSE for Neural Network: 0.20203330464764127 MAE for Neural Network: 0.1548767463438466 Training time for Neural Network: 0.5799400806427002 seconds Testing time for Neural Network: 0.0013988018035888672 seconds RMSE for Neural Network: 0.1806104063285724 MAE for Neural Network: 0.1465113330232458 Training time for Neural Network: 0.6257600784301758 seconds Testing time for Neural Network: 0.0009241104125976562 seconds RMSE for Neural Network: 0.23953874541098663 MAE for Neural Network: 0.1860038523246274 Training time for Neural Network: 0.5219871997833252 seconds Testing time for Neural Network: 0.0007848739624023438 seconds RMSE for Neural Network: 257.10360056201324 MAE for Neural Network: 197.35954663241216 Training time for Neural Network: 0.5569300651550293 seconds Testing time for Neural Network: 0.000904083251953125 seconds RMSE for Neural Network: 256.860651627796 MAE for Neural Network: 197.04294856618435 Training time for Neural Network: 0.5104568004608154 seconds Testing time for Neural Network: 0.0008161067962646484 seconds RMSE for Neural Network: 258.348021195806 MAE for Neural Network: 198.97796179674927 Training time for Neural Network: 0.46860814094543457 seconds Testing time for Neural Network: 0.0008497238159179688 seconds RMSE for Neural Network: 0.49653733573547054 MAE for Neural Network: 0.3569742631054678 Training time for Neural Network: 0.5547440052032471 seconds Testing time for Neural Network: 0.0008289813995361328 seconds RMSE for Neural Network: 257.4944468066278 MAE for Neural Network: 197.86843952801385 Training time for Neural Network: 0.6502699851989746 seconds Testing time for Neural Network: 0.0014138221740722656 seconds RMSE for Neural Network: 0.1503017486004367 MAE for Neural Network: 0.1207927911769842 Training time for Neural Network: 0.6352818012237549 seconds Testing time for Neural Network: 0.001024007797241211 seconds RMSE for Neural Network: 257.7403817876003 MAE for Neural Network: 198.18837914725972 Training time for Neural Network: 0.5765461921691895 seconds Testing time for Neural Network: 0.0015270709991455078 seconds RMSE for Neural Network: 257.10991966594196 MAE for Neural Network: 197.36777856485875 Training time for Neural Network: 0.6703031063079834 seconds Testing time for Neural Network: 0.0013947486877441406 seconds RMSE for Neural Network: 0.11160982074026388 MAE for Neural Network: 0.08268241579694681 Training time for Neural Network: 0.6444671154022217 seconds Testing time for Neural Network: 0.0012891292572021484 seconds RMSE for Neural Network: 257.53146875051664 MAE for Neural Network: 197.9166153252382 Training time for Neural Network: 0.5465807914733887 seconds Testing time for Neural Network: 0.0014591217041015625 seconds RMSE for Neural Network: 257.773964926924 MAE for Neural Network: 198.23205144261365 Training time for Neural Network: 0.7802121639251709 seconds Testing time for Neural Network: 0.0014069080352783203 seconds RMSE for Neural Network: 0.3274195866336507 MAE for Neural Network: 0.26161132404358634 Training time for Neural Network: 0.6535100936889648 seconds Testing time for Neural Network: 0.0006990432739257812 seconds RMSE for Neural Network: 0.2106913498344263 MAE for Neural Network: 0.16875575077498525 Training time for Neural Network: 0.5187499523162842 seconds Testing time for Neural Network: 0.0008361339569091797 seconds RMSE for Neural Network: 256.8659910787985 MAE for Neural Network: 197.0499089010026 Training time for Neural Network: 0.4284939765930176 seconds Testing time for Neural Network: 0.0008299350738525391 seconds RMSE for Neural Network: 2.1033915554318323 MAE for Neural Network: 1.7410436119788049 Training time for Neural Network: 1.248608112335205 seconds Testing time for Neural Network: 0.0007050037384033203 seconds RMSE for Neural Network: 0.1484630613276865 MAE for Neural Network: 0.12018598719925704 Training time for Neural Network: 0.558586835861206 seconds Testing time for Neural Network: 0.0008900165557861328 seconds RMSE for Neural Network: 257.1542887437887 MAE for Neural Network: 197.425574443444 Training time for Neural Network: 0.3709871768951416 seconds Testing time for Neural Network: 0.0014121532440185547 seconds RMSE for Neural Network: 255.9585329265296 MAE for Neural Network: 195.8750094372659 Training time for Neural Network: 0.5593719482421875 seconds Testing time for Neural Network: 0.0026712417602539062 seconds RMSE for Neural Network: 256.02421465257663 MAE for Neural Network: 195.9599767658991 Training time for Neural Network: 0.6136870384216309 seconds Testing time for Neural Network: 0.0009047985076904297 seconds RMSE for Neural Network: 256.35303111275306 MAE for Neural Network: 196.38510967831812 Training time for Neural Network: 1.1577057838439941 seconds Testing time for Neural Network: 0.0012409687042236328 seconds RMSE for Neural Network: 257.92144113471824 MAE for Neural Network: 198.4237864319948 Training time for Neural Network: 1.0506870746612549 seconds Testing time for Neural Network: 0.0031099319458007812 seconds RMSE for Neural Network: 256.42707866310235 MAE for Neural Network: 196.48079410404972 Training time for Neural Network: 0.24968314170837402 seconds Testing time for Neural Network: 0.0006010532379150391 seconds RMSE for Neural Network: 258.16508647124726 MAE for Neural Network: 198.74038617680748 Training time for Neural Network: 1.720207929611206 seconds Testing time for Neural Network: 0.0019292831420898438 seconds RMSE for Neural Network: 0.36061889858888313 MAE for Neural Network: 0.2887117183814345 Training time for Neural Network: 1.2529160976409912 seconds Testing time for Neural Network: 0.0006949901580810547 seconds RMSE for Neural Network: 0.2615246906578441 MAE for Neural Network: 0.20318791145630233 Training time for Neural Network: 0.833906888961792 seconds Testing time for Neural Network: 0.003695249557495117 seconds RMSE for Neural Network: 256.8239085905987 MAE for Neural Network: 196.99504879248158 Training time for Neural Network: 0.6721148490905762 seconds Testing time for Neural Network: 0.001367807388305664 seconds RMSE for Neural Network: 0.20447877865866934 MAE for Neural Network: 0.1704139510632455 Training time for Neural Network: 0.5789861679077148 seconds Testing time for Neural Network: 0.0016818046569824219 seconds RMSE for Neural Network: 0.38273911921278003 MAE for Neural Network: 0.311223027026214 Training time for Neural Network: 0.9289548397064209 seconds Testing time for Neural Network: 0.0022509098052978516 seconds RMSE for Neural Network: 258.0308186352349 MAE for Neural Network: 198.5659401573429 Training time for Neural Network: 0.9089999198913574 seconds Testing time for Neural Network: 0.0008409023284912109 seconds RMSE for Neural Network: 0.4437902914543446 MAE for Neural Network: 0.35386006162265315 Training time for Neural Network: 0.9567229747772217 seconds Testing time for Neural Network: 0.001004934310913086 seconds RMSE for Neural Network: 258.2212438978633 MAE for Neural Network: 198.81332959628196 Training time for Neural Network: 1.0226538181304932 seconds Testing time for Neural Network: 0.0012710094451904297 seconds RMSE for Neural Network: 256.73870143983595 MAE for Neural Network: 196.88395069688443 Training time for Neural Network: 2.2549591064453125 seconds Testing time for Neural Network: 0.0021991729736328125 seconds RMSE for Neural Network: 258.0868659545507 MAE for Neural Network: 198.63876661730018 Training time for Neural Network: 0.9875102043151855 seconds Testing time for Neural Network: 0.0008840560913085938 seconds RMSE for Neural Network: 257.087587145387 MAE for Neural Network: 197.33868523236123 Training time for Neural Network: 0.9785788059234619 seconds Testing time for Neural Network: 0.0012900829315185547 seconds RMSE for Neural Network: 0.3089729720463691 MAE for Neural Network: 0.2413748497039747 Training time for Neural Network: 1.4550540447235107 seconds Testing time for Neural Network: 0.001394033432006836 seconds RMSE for Neural Network: 256.22068515838043 MAE for Neural Network: 196.21404341950597 Training time for Neural Network: 1.1309058666229248 seconds Testing time for Neural Network: 0.0006997585296630859 seconds RMSE for Neural Network: 0.3135242942113246 MAE for Neural Network: 0.24575507008678507 Training time for Neural Network: 0.1221010684967041 seconds Testing time for Neural Network: 0.0004570484161376953 seconds RMSE for Neural Network: 0.40138415352574375 MAE for Neural Network: 0.31941102370807906 Training time for Neural Network: 0.18683481216430664 seconds Testing time for Neural Network: 0.0005199909210205078 seconds RMSE for Neural Network: 0.19501886346952194 MAE for Neural Network: 0.15792170958494112 Training time for Neural Network: 0.8988783359527588 seconds Testing time for Neural Network: 0.0037679672241210938 seconds RMSE for Neural Network: 0.44895242720625594 MAE for Neural Network: 0.3376651293189951 Training time for Neural Network: 0.9497988224029541 seconds Testing time for Neural Network: 0.0009138584136962891 seconds RMSE for Neural Network: 0.14170711989710819 MAE for Neural Network: 0.1066771411512838 Training time for Neural Network: 0.20359587669372559 seconds Testing time for Neural Network: 0.0005609989166259766 seconds RMSE for Neural Network: 0.2784392572746524 MAE for Neural Network: 0.21612941809853883 Training time for Neural Network: 0.7432188987731934 seconds Testing time for Neural Network: 0.001809835433959961 seconds RMSE for Neural Network: 0.4563413885002732 MAE for Neural Network: 0.35309845966224884 Training time for Neural Network: 0.8235640525817871 seconds Testing time for Neural Network: 0.0008807182312011719 seconds RMSE for Neural Network: 0.22202830578658952 MAE for Neural Network: 0.16048555032711867 Training time for Neural Network: 0.8400530815124512 seconds Testing time for Neural Network: 0.0008158683776855469 seconds RMSE for Neural Network: 257.67262738219273 MAE for Neural Network: 198.10025776621885 Training time for Neural Network: 0.7212991714477539 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 0.16447853099613602 MAE for Neural Network: 0.12909402186173957 Training time for Neural Network: 0.8326611518859863 seconds Testing time for Neural Network: 0.0013668537139892578 seconds RMSE for Neural Network: 256.5436871989126 MAE for Neural Network: 196.63143655539523 Training time for Neural Network: 0.8577179908752441 seconds Testing time for Neural Network: 0.0009508132934570312 seconds RMSE for Neural Network: 257.39690088298323 MAE for Neural Network: 197.74148226703545 Training time for Neural Network: 0.8002479076385498 seconds Testing time for Neural Network: 0.0009090900421142578 seconds RMSE for Neural Network: 0.2455411451934075 MAE for Neural Network: 0.1745063482913929 Training time for Neural Network: 0.8619401454925537 seconds Testing time for Neural Network: 0.000701904296875 seconds RMSE for Neural Network: 0.22962472852415686 MAE for Neural Network: 0.1788088137902938 Training time for Neural Network: 1.1103932857513428 seconds Testing time for Neural Network: 0.0018377304077148438 seconds RMSE for Neural Network: 0.20369501324935027 MAE for Neural Network: 0.1592561609052213 Training time for Neural Network: 1.3527650833129883 seconds Testing time for Neural Network: 0.0006630420684814453 seconds RMSE for Neural Network: 258.3064736470409 MAE for Neural Network: 198.92401452054358 Training time for Neural Network: 0.7840368747711182 seconds Testing time for Neural Network: 0.004764080047607422 seconds RMSE for Neural Network: 0.34474236270479924 MAE for Neural Network: 0.2712863247324488 Training time for Neural Network: 0.7742741107940674 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 0.10501984189463426 MAE for Neural Network: 0.0763737707084093 Training time for Neural Network: 0.6925609111785889 seconds Testing time for Neural Network: 0.004955291748046875 seconds RMSE for Neural Network: 0.30316023836098605 MAE for Neural Network: 0.23581639746125255 Training time for Neural Network: 1.0668809413909912 seconds Testing time for Neural Network: 0.002653837203979492 seconds RMSE for Neural Network: 255.84283592811616 MAE for Neural Network: 195.72933183579175 Training time for Neural Network: 1.3795270919799805 seconds Testing time for Neural Network: 0.0016818046569824219 seconds RMSE for Neural Network: 255.96243160899218 MAE for Neural Network: 195.88005328947386 Training time for Neural Network: 0.2850611209869385 seconds Testing time for Neural Network: 0.0007867813110351562 seconds RMSE for Neural Network: 0.9381733209328229 MAE for Neural Network: 0.7442886955946587 Training time for Neural Network: 1.0715670585632324 seconds Testing time for Neural Network: 0.002597808837890625 seconds RMSE for Neural Network: 256.6242625093976 MAE for Neural Network: 196.73550085982896 Training time for Neural Network: 0.8407928943634033 seconds Testing time for Neural Network: 0.0008299350738525391 seconds RMSE for Neural Network: 0.23214755025675096 MAE for Neural Network: 0.17818188527853618 Training time for Neural Network: 0.8204400539398193 seconds Testing time for Neural Network: 0.0022118091583251953 seconds RMSE for Neural Network: 0.4160221670218877 MAE for Neural Network: 0.3305565534719688 Training time for Neural Network: 1.0167138576507568 seconds Testing time for Neural Network: 0.003584146499633789 seconds RMSE for Neural Network: 0.23309433455144593 MAE for Neural Network: 0.178940852000253 Training time for Neural Network: 0.9789838790893555 seconds Testing time for Neural Network: 0.0019791126251220703 seconds RMSE for Neural Network: 258.00044681799596 MAE for Neural Network: 198.52647124070273 Training time for Neural Network: 0.8978838920593262 seconds Testing time for Neural Network: 0.0008690357208251953 seconds RMSE for Neural Network: 257.6803259665761 MAE for Neural Network: 198.11027135219646 Training time for Neural Network: 0.7334208488464355 seconds Testing time for Neural Network: 0.0007810592651367188 seconds RMSE for Neural Network: 0.2670766256783447 MAE for Neural Network: 0.21014401144127934 Training time for Neural Network: 0.9159078598022461 seconds Testing time for Neural Network: 0.0021028518676757812 seconds RMSE for Neural Network: 0.22579512918362035 MAE for Neural Network: 0.18311996972205055 Training time for Neural Network: 0.8002262115478516 seconds Testing time for Neural Network: 0.0009138584136962891 seconds RMSE for Neural Network: 258.36577116418505 MAE for Neural Network: 199.00100736997302 Training time for Neural Network: 0.7522141933441162 seconds Testing time for Neural Network: 0.0008261203765869141 seconds RMSE for Neural Network: 0.3264642334305371 MAE for Neural Network: 0.2664976343881211 Training time for Neural Network: 1.0558900833129883 seconds Testing time for Neural Network: 0.00269317626953125 seconds RMSE for Neural Network: 0.26195600805361413 MAE for Neural Network: 0.2156511688867597 Training time for Neural Network: 1.3358421325683594 seconds Testing time for Neural Network: 0.0008478164672851562 seconds RMSE for Neural Network: 256.94924561301366 MAE for Neural Network: 197.15842372593886 Training time for Neural Network: 0.6832780838012695 seconds Testing time for Neural Network: 0.0009427070617675781 seconds RMSE for Neural Network: 0.17625126334289148 MAE for Neural Network: 0.13017586656520225 Training time for Neural Network: 0.6469628810882568 seconds Testing time for Neural Network: 0.0009002685546875 seconds RMSE for Neural Network: 258.3640874876358 MAE for Neural Network: 198.9988214244464 Training time for Neural Network: 0.5930430889129639 seconds Testing time for Neural Network: 0.0007951259613037109 seconds RMSE for Neural Network: 257.9054345975298 MAE for Neural Network: 198.4029798665855 Training time for Neural Network: 0.5851171016693115 seconds Testing time for Neural Network: 0.0008988380432128906 seconds RMSE for Neural Network: 256.4454636451974 MAE for Neural Network: 196.50454821051787 Training time for Neural Network: 0.5504031181335449 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 257.47677857781923 MAE for Neural Network: 197.84544657841218 Training time for Neural Network: 0.6451268196105957 seconds Testing time for Neural Network: 0.0007810592651367188 seconds RMSE for Neural Network: 257.89449092810156 MAE for Neural Network: 198.3887539052168 Training time for Neural Network: 0.7231369018554688 seconds Testing time for Neural Network: 0.00469517707824707 seconds RMSE for Neural Network: 0.3064446398078459 MAE for Neural Network: 0.24441192676890147 Training time for Neural Network: 0.6232080459594727 seconds Testing time for Neural Network: 0.0008730888366699219 seconds RMSE for Neural Network: 257.7826463892124 MAE for Neural Network: 198.24334037849982 Training time for Neural Network: 0.7389850616455078 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 256.56571457081634 MAE for Neural Network: 196.65988753752558 Training time for Neural Network: 0.8107888698577881 seconds Testing time for Neural Network: 0.0008089542388916016 seconds RMSE for Neural Network: 0.17921086210488438 MAE for Neural Network: 0.13785020696972256 Training time for Neural Network: 0.6105618476867676 seconds Testing time for Neural Network: 0.0006351470947265625 seconds RMSE for Neural Network: 0.24442741275758226 MAE for Neural Network: 0.19303994566804367 Training time for Neural Network: 0.704416036605835 seconds Testing time for Neural Network: 0.002260923385620117 seconds RMSE for Neural Network: 256.6902566134222 MAE for Neural Network: 196.82077396775102 Training time for Neural Network: 0.633220911026001 seconds Testing time for Neural Network: 0.0009479522705078125 seconds RMSE for Neural Network: 0.41565846505329856 MAE for Neural Network: 0.33115903593503826 Training time for Neural Network: 0.6621267795562744 seconds Testing time for Neural Network: 0.0013611316680908203 seconds RMSE for Neural Network: 0.21113166505875014 MAE for Neural Network: 0.15995782715796833 Training time for Neural Network: 0.7231979370117188 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 0.4314967437835165 MAE for Neural Network: 0.33410012000516737 Training time for Neural Network: 1.260401964187622 seconds Testing time for Neural Network: 0.0033767223358154297 seconds RMSE for Neural Network: 0.5409944584879894 MAE for Neural Network: 0.43974504393497144 Training time for Neural Network: 1.222930908203125 seconds Testing time for Neural Network: 0.0056378841400146484 seconds RMSE for Neural Network: 256.7037054751191 MAE for Neural Network: 196.8383134190513 Training time for Neural Network: 0.9133269786834717 seconds Testing time for Neural Network: 0.0006191730499267578 seconds RMSE for Neural Network: 257.20925801765884 MAE for Neural Network: 197.49716867589422 Training time for Neural Network: 0.843325138092041 seconds Testing time for Neural Network: 0.0017230510711669922 seconds RMSE for Neural Network: 0.4625639070752272 MAE for Neural Network: 0.3666411828000551 Training time for Neural Network: 1.4649431705474854 seconds Testing time for Neural Network: 0.0011279582977294922 seconds RMSE for Neural Network: 0.18198948535559545 MAE for Neural Network: 0.1443096668576791 Training time for Neural Network: 0.8356518745422363 seconds Testing time for Neural Network: 0.003438234329223633 seconds RMSE for Neural Network: 257.37035794349646 MAE for Neural Network: 197.70693051323084 Training time for Neural Network: 0.9633948802947998 seconds Testing time for Neural Network: 0.0036199092864990234 seconds RMSE for Neural Network: 258.4394816284181 MAE for Neural Network: 199.09669733414827 Training time for Neural Network: 0.8411109447479248 seconds Testing time for Neural Network: 0.002438068389892578 seconds RMSE for Neural Network: 0.337774064553778 MAE for Neural Network: 0.2792020672037914 Training time for Neural Network: 0.8598148822784424 seconds Testing time for Neural Network: 0.0008721351623535156 seconds RMSE for Neural Network: 13.279780781152098 MAE for Neural Network: 10.532407940948895 Training time for Neural Network: 0.6822988986968994 seconds Testing time for Neural Network: 0.0007998943328857422 seconds RMSE for Neural Network: 0.34640552521945034 MAE for Neural Network: 0.27345112410345757 Training time for Neural Network: 0.871013879776001 seconds Testing time for Neural Network: 0.003206014633178711 seconds RMSE for Neural Network: 256.56543009646373 MAE for Neural Network: 196.65952011584858 Training time for Neural Network: 0.7927420139312744 seconds Testing time for Neural Network: 0.0007877349853515625 seconds RMSE for Neural Network: 0.26455785619553085 MAE for Neural Network: 0.20485571393891056 Training time for Neural Network: 0.6253080368041992 seconds Testing time for Neural Network: 0.0007648468017578125 seconds RMSE for Neural Network: 0.2938786546535814 MAE for Neural Network: 0.24525853432554232 Training time for Neural Network: 0.5822610855102539 seconds Testing time for Neural Network: 0.002286195755004883 seconds RMSE for Neural Network: 257.9177912291859 MAE for Neural Network: 198.419042073945 Training time for Neural Network: 0.8143680095672607 seconds Testing time for Neural Network: 0.0008280277252197266 seconds RMSE for Neural Network: 258.10677791811605 MAE for Neural Network: 198.66463709546215 Training time for Neural Network: 0.7179460525512695 seconds Testing time for Neural Network: 0.0007729530334472656 seconds RMSE for Neural Network: 258.4776649965628 MAE for Neural Network: 199.14625913402276 Training time for Neural Network: 0.6780710220336914 seconds Testing time for Neural Network: 0.0009279251098632812 seconds RMSE for Neural Network: 258.303183101063 MAE for Neural Network: 198.91974166769185 Training time for Neural Network: 0.7578332424163818 seconds Testing time for Neural Network: 0.0023849010467529297 seconds RMSE for Neural Network: 256.7398926116075 MAE for Neural Network: 196.88550399463068 Training time for Neural Network: 0.6841771602630615 seconds Testing time for Neural Network: 0.002566814422607422 seconds RMSE for Neural Network: 256.6483873489077 MAE for Neural Network: 196.76665401662342 Training time for Neural Network: 0.5650510787963867 seconds Testing time for Neural Network: 0.0021829605102539062 seconds RMSE for Neural Network: 0.4432109999435557 MAE for Neural Network: 0.3452634976112796 Training time for Neural Network: 0.5800330638885498 seconds Testing time for Neural Network: 0.0008800029754638672 seconds RMSE for Neural Network: 0.2285853180574527 MAE for Neural Network: 0.18171150902316666 Training time for Neural Network: 0.767690896987915 seconds Testing time for Neural Network: 0.002869129180908203 seconds RMSE for Neural Network: 0.2256326489635908 MAE for Neural Network: 0.17934305563884329 Training time for Neural Network: 6.081701993942261 seconds Testing time for Neural Network: 0.007914304733276367 seconds RMSE for Neural Network: 257.4638752546734 MAE for Neural Network: 197.82865385518355 Training time for Neural Network: 1.0844719409942627 seconds Testing time for Neural Network: 0.0008180141448974609 seconds RMSE for Neural Network: 0.37192077577804744 MAE for Neural Network: 0.28534317632162853 Training time for Neural Network: 1.3486030101776123 seconds Testing time for Neural Network: 0.0007638931274414062 seconds RMSE for Neural Network: 258.21336676763025 MAE for Neural Network: 198.80309857362573 Training time for Neural Network: 1.6755788326263428 seconds Testing time for Neural Network: 0.002196788787841797 seconds RMSE for Neural Network: 0.14407435925107756 MAE for Neural Network: 0.11233617086056995 Training time for Neural Network: 1.0251598358154297 seconds Testing time for Neural Network: 0.010625839233398438 seconds RMSE for Neural Network: 258.27863762301064 MAE for Neural Network: 198.88786759729322 Training time for Neural Network: 1.0515470504760742 seconds Testing time for Neural Network: 0.0009610652923583984 seconds RMSE for Neural Network: 257.2899618267523 MAE for Neural Network: 197.6022613276772 Training time for Neural Network: 1.2039508819580078 seconds Testing time for Neural Network: 0.0045108795166015625 seconds RMSE for Neural Network: 257.6748001547125 MAE for Neural Network: 198.1030839229188 Training time for Neural Network: 1.19899582862854 seconds Testing time for Neural Network: 0.004494190216064453 seconds RMSE for Neural Network: 0.2633184284035999 MAE for Neural Network: 0.20266169899390468 Training time for Neural Network: 1.1513619422912598 seconds Testing time for Neural Network: 0.0008649826049804688 seconds RMSE for Neural Network: 0.24286834414542555 MAE for Neural Network: 0.1970531599888647 Training time for Neural Network: 1.184372901916504 seconds Testing time for Neural Network: 0.0013272762298583984 seconds RMSE for Neural Network: 256.2093951383986 MAE for Neural Network: 196.19944740821535 Training time for Neural Network: 2.4826319217681885 seconds Testing time for Neural Network: 0.0006988048553466797 seconds RMSE for Neural Network: 0.17398023827994258 MAE for Neural Network: 0.13543427415384898 Training time for Neural Network: 0.8031599521636963 seconds Testing time for Neural Network: 0.0008680820465087891 seconds RMSE for Neural Network: 258.23583176413854 MAE for Neural Network: 198.83227613221266 Training time for Neural Network: 0.8139221668243408 seconds Testing time for Neural Network: 0.0017459392547607422 seconds RMSE for Neural Network: 0.2950385445489355 MAE for Neural Network: 0.2403573199926032 Training time for Neural Network: 0.9546701908111572 seconds Testing time for Neural Network: 0.0008189678192138672 seconds RMSE for Neural Network: 258.42889661855565 MAE for Neural Network: 199.0829571622948 Training time for Neural Network: 0.7999460697174072 seconds Testing time for Neural Network: 0.0012598037719726562 seconds RMSE for Neural Network: 0.2340739829650746 MAE for Neural Network: 0.1798334169252255 Training time for Neural Network: 1.7232351303100586 seconds Testing time for Neural Network: 0.0009169578552246094 seconds RMSE for Neural Network: 258.14555219021565 MAE for Neural Network: 198.71501035551225 Training time for Neural Network: 0.8968150615692139 seconds Testing time for Neural Network: 0.0014798641204833984 seconds RMSE for Neural Network: 0.20333054999543054 MAE for Neural Network: 0.1532682276908683 Training time for Neural Network: 0.8898830413818359 seconds Testing time for Neural Network: 0.0006289482116699219 seconds RMSE for Neural Network: 256.21078896708406 MAE for Neural Network: 196.20124940824653 Training time for Neural Network: 1.0717518329620361 seconds Testing time for Neural Network: 0.005990028381347656 seconds RMSE for Neural Network: 257.18471063166993 MAE for Neural Network: 197.46519847227717 Training time for Neural Network: 0.9134500026702881 seconds Testing time for Neural Network: 0.005140066146850586 seconds RMSE for Neural Network: 0.2271574664843796 MAE for Neural Network: 0.181387578654218 Training time for Neural Network: 0.6705589294433594 seconds Testing time for Neural Network: 0.0008089542388916016 seconds RMSE for Neural Network: 256.72569639626926 MAE for Neural Network: 196.8669916851208 Training time for Neural Network: 0.9032609462738037 seconds Testing time for Neural Network: 0.0009379386901855469 seconds RMSE for Neural Network: 0.16384390188317516 MAE for Neural Network: 0.13128787503647288 Training time for Neural Network: 0.7090890407562256 seconds Testing time for Neural Network: 0.002798795700073242 seconds RMSE for Neural Network: 257.7260776144946 MAE for Neural Network: 198.16977647348878 Training time for Neural Network: 1.2582218647003174 seconds Testing time for Neural Network: 0.004628896713256836 seconds RMSE for Neural Network: 0.5686502786859435 MAE for Neural Network: 0.4594909685698475 Training time for Neural Network: 0.704514741897583 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 0.2845396752627948 MAE for Neural Network: 0.20189103704746586 Training time for Neural Network: 0.9424278736114502 seconds Testing time for Neural Network: 0.0006680488586425781 seconds RMSE for Neural Network: 257.3300446310016 MAE for Neural Network: 197.65444870984626 Training time for Neural Network: 1.3800139427185059 seconds Testing time for Neural Network: 0.008980035781860352 seconds RMSE for Neural Network: 0.22586170832200483 MAE for Neural Network: 0.17820343720529666 Training time for Neural Network: 1.0802648067474365 seconds Testing time for Neural Network: 0.002366304397583008 seconds RMSE for Neural Network: 257.69399257477335 MAE for Neural Network: 198.12804706584913 Training time for Neural Network: 0.7711141109466553 seconds Testing time for Neural Network: 0.001973867416381836 seconds RMSE for Neural Network: 0.22687848225142082 MAE for Neural Network: 0.17768238176529433 Training time for Neural Network: 0.7539901733398438 seconds Testing time for Neural Network: 0.0009319782257080078 seconds RMSE for Neural Network: 0.41531238713466756 MAE for Neural Network: 0.3478828279466596 Training time for Neural Network: 0.81060791015625 seconds Testing time for Neural Network: 0.0006682872772216797 seconds RMSE for Neural Network: 257.07549619755264 MAE for Neural Network: 197.32293320903656 Training time for Neural Network: 0.8456299304962158 seconds Testing time for Neural Network: 0.003942251205444336 seconds RMSE for Neural Network: 256.1499276215848 MAE for Neural Network: 196.12255887112715 Training time for Neural Network: 0.9202549457550049 seconds Testing time for Neural Network: 0.0008630752563476562 seconds RMSE for Neural Network: 257.3676813497509 MAE for Neural Network: 197.7034461721568 Training time for Neural Network: 0.9370460510253906 seconds Testing time for Neural Network: 0.0021970272064208984 seconds RMSE for Neural Network: 0.20359778264698453 MAE for Neural Network: 0.1545189410862347 Training time for Neural Network: 0.1843881607055664 seconds Testing time for Neural Network: 0.0005550384521484375 seconds RMSE for Neural Network: 0.2778746462690013 MAE for Neural Network: 0.22220979767938545 Training time for Neural Network: 0.8698737621307373 seconds Testing time for Neural Network: 0.0008311271667480469 seconds RMSE for Neural Network: 0.2873517663654075 MAE for Neural Network: 0.2259884470535702 Training time for Neural Network: 1.0437910556793213 seconds Testing time for Neural Network: 0.000926971435546875 seconds RMSE for Neural Network: 0.11553950863350698 MAE for Neural Network: 0.08695175510609737 Training time for Neural Network: 0.8279058933258057 seconds Testing time for Neural Network: 0.0008149147033691406 seconds RMSE for Neural Network: 0.31675384929819156 MAE for Neural Network: 0.24446199379798575 Training time for Neural Network: 0.6430301666259766 seconds Testing time for Neural Network: 0.0007967948913574219 seconds RMSE for Neural Network: 256.13854330392303 MAE for Neural Network: 196.10783807870695 Training time for Neural Network: 0.9742043018341064 seconds Testing time for Neural Network: 0.0023109912872314453 seconds RMSE for Neural Network: 0.28064312644022116 MAE for Neural Network: 0.22948881246897684 Training time for Neural Network: 0.8362510204315186 seconds Testing time for Neural Network: 0.000659942626953125 seconds RMSE for Neural Network: 0.15748948512535352 MAE for Neural Network: 0.11886310405279184 Training time for Neural Network: 0.5928308963775635 seconds Testing time for Neural Network: 0.0015292167663574219 seconds RMSE for Neural Network: 6.603445453515232 MAE for Neural Network: 5.32458661401438 Training time for Neural Network: 0.8853950500488281 seconds Testing time for Neural Network: 0.004395008087158203 seconds RMSE for Neural Network: 257.1778749848065 MAE for Neural Network: 197.45629543446003 Training time for Neural Network: 0.8328723907470703 seconds Testing time for Neural Network: 0.0011289119720458984 seconds RMSE for Neural Network: 258.24472141370387 MAE for Neural Network: 198.84382153600228 Training time for Neural Network: 0.5455217361450195 seconds Testing time for Neural Network: 0.0007193088531494141 seconds RMSE for Neural Network: 0.37200283003114926 MAE for Neural Network: 0.31363140234593745 Training time for Neural Network: 0.7649731636047363 seconds Testing time for Neural Network: 0.0007519721984863281 seconds RMSE for Neural Network: 256.60477346648884 MAE for Neural Network: 196.71033255137067 Training time for Neural Network: 1.169076919555664 seconds Testing time for Neural Network: 0.0007810592651367188 seconds RMSE for Neural Network: 0.6396407614067301 MAE for Neural Network: 0.49773023818378576 Training time for Neural Network: 0.9572451114654541 seconds Testing time for Neural Network: 0.0030488967895507812 seconds RMSE for Neural Network: 256.82467970144535 MAE for Neural Network: 196.99605409436506 Training time for Neural Network: 0.6189451217651367 seconds Testing time for Neural Network: 0.00078582763671875 seconds RMSE for Neural Network: 256.31705920011206 MAE for Neural Network: 196.33861966337267 Training time for Neural Network: 0.770740270614624 seconds Testing time for Neural Network: 0.0016720294952392578 seconds RMSE for Neural Network: 0.4623809212025203 MAE for Neural Network: 0.3609500312565998 Training time for Neural Network: 0.8048887252807617 seconds Testing time for Neural Network: 0.0008609294891357422 seconds RMSE for Neural Network: 0.13673440509148796 MAE for Neural Network: 0.10360165279073351 Training time for Neural Network: 0.8357338905334473 seconds Testing time for Neural Network: 0.0008404254913330078 seconds RMSE for Neural Network: 0.16235733082743992 MAE for Neural Network: 0.13113005706694664 Training time for Neural Network: 1.0139119625091553 seconds Testing time for Neural Network: 0.0008802413940429688 seconds RMSE for Neural Network: 257.0973234496549 MAE for Neural Network: 197.35136926298853 Training time for Neural Network: 0.8705670833587646 seconds Testing time for Neural Network: 0.0008769035339355469 seconds RMSE for Neural Network: 256.9439422216493 MAE for Neural Network: 197.15151196326707 Training time for Neural Network: 0.7588317394256592 seconds Testing time for Neural Network: 0.0014519691467285156 seconds RMSE for Neural Network: 257.4892744493483 MAE for Neural Network: 197.8617084770366 Training time for Neural Network: 0.812180757522583 seconds Testing time for Neural Network: 0.0009090900421142578 seconds RMSE for Neural Network: 0.18954419036267073 MAE for Neural Network: 0.15067284282535462 Training time for Neural Network: 0.8177342414855957 seconds Testing time for Neural Network: 0.0030851364135742188 seconds RMSE for Neural Network: 257.24017167110685 MAE for Neural Network: 197.53742720401243 Training time for Neural Network: 0.7700090408325195 seconds Testing time for Neural Network: 0.0009217262268066406 seconds RMSE for Neural Network: 0.3704541084041796 MAE for Neural Network: 0.29417434492376354 Training time for Neural Network: 0.900972843170166 seconds Testing time for Neural Network: 0.0031080245971679688 seconds RMSE for Neural Network: 256.88209216747697 MAE for Neural Network: 197.07089714450515 Training time for Neural Network: 0.7693891525268555 seconds Testing time for Neural Network: 0.002330780029296875 seconds RMSE for Neural Network: 0.21658760820564182 MAE for Neural Network: 0.1760313855999793 Training time for Neural Network: 0.78342604637146 seconds Testing time for Neural Network: 0.0014019012451171875 seconds RMSE for Neural Network: 256.8541803723304 MAE for Neural Network: 197.0345127122191 Training time for Neural Network: 0.7684028148651123 seconds Testing time for Neural Network: 0.001428842544555664 seconds RMSE for Neural Network: 0.17871714661063576 MAE for Neural Network: 0.14260755556045399 Training time for Neural Network: 0.6350457668304443 seconds Testing time for Neural Network: 0.0008280277252197266 seconds RMSE for Neural Network: 0.4559311262870276 MAE for Neural Network: 0.3691771214460591 Training time for Neural Network: 0.9609980583190918 seconds Testing time for Neural Network: 0.0006988048553466797 seconds RMSE for Neural Network: 256.0098226609577 MAE for Neural Network: 195.94136028757939 Training time for Neural Network: 0.9664709568023682 seconds Testing time for Neural Network: 0.0016298294067382812 seconds RMSE for Neural Network: 256.5786027145093 MAE for Neural Network: 196.67653331944265 Training time for Neural Network: 1.4156968593597412 seconds Testing time for Neural Network: 0.0036039352416992188 seconds RMSE for Neural Network: 0.13500378343537928 MAE for Neural Network: 0.10360620662534153 Training time for Neural Network: 0.8309931755065918 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 256.04844920172974 MAE for Neural Network: 195.99132321932169 Training time for Neural Network: 0.8746256828308105 seconds Testing time for Neural Network: 0.0013172626495361328 seconds RMSE for Neural Network: 0.24763544509545282 MAE for Neural Network: 0.1947256631159883 Training time for Neural Network: 0.8094160556793213 seconds Testing time for Neural Network: 0.0011587142944335938 seconds RMSE for Neural Network: 257.9855712372696 MAE for Neural Network: 198.50713889334136 Training time for Neural Network: 0.7309842109680176 seconds Testing time for Neural Network: 0.0008399486541748047 seconds RMSE for Neural Network: 0.47785796861516816 MAE for Neural Network: 0.37417814273394273 Training time for Neural Network: 0.8445560932159424 seconds Testing time for Neural Network: 0.0012497901916503906 seconds RMSE for Neural Network: 255.8375229478482 MAE for Neural Network: 195.722733784098 Training time for Neural Network: 1.0102248191833496 seconds Testing time for Neural Network: 0.006425142288208008 seconds RMSE for Neural Network: 0.18969281788510303 MAE for Neural Network: 0.15094845553219066 Training time for Neural Network: 0.9065661430358887 seconds Testing time for Neural Network: 0.0006988048553466797 seconds RMSE for Neural Network: 0.15766146910592968 MAE for Neural Network: 0.11361486722559491 Training time for Neural Network: 0.7343747615814209 seconds Testing time for Neural Network: 0.0013849735260009766 seconds RMSE for Neural Network: 257.3193021552802 MAE for Neural Network: 197.6404626757394 Training time for Neural Network: 0.7560248374938965 seconds Testing time for Neural Network: 0.0006928443908691406 seconds RMSE for Neural Network: 258.09120248370965 MAE for Neural Network: 198.64440093918387 Training time for Neural Network: 0.6595048904418945 seconds Testing time for Neural Network: 0.0008373260498046875 seconds RMSE for Neural Network: 0.8411449369460918 MAE for Neural Network: 0.6437596779794755 Training time for Neural Network: 0.6888101100921631 seconds Testing time for Neural Network: 0.006345033645629883 seconds RMSE for Neural Network: 255.87193233370155 MAE for Neural Network: 195.7654641812583 Training time for Neural Network: 0.8190836906433105 seconds Testing time for Neural Network: 0.003198385238647461 seconds RMSE for Neural Network: 0.38076830119121646 MAE for Neural Network: 0.30280593576838316 Training time for Neural Network: 0.7868549823760986 seconds Testing time for Neural Network: 0.0009458065032958984 seconds RMSE for Neural Network: 0.17590265422819024 MAE for Neural Network: 0.14046211891235783 Training time for Neural Network: 0.9458141326904297 seconds Testing time for Neural Network: 0.001035928726196289 seconds RMSE for Neural Network: 0.36253687268844503 MAE for Neural Network: 0.28543523627743206 Training time for Neural Network: 0.9921050071716309 seconds Testing time for Neural Network: 0.002206087112426758 seconds RMSE for Neural Network: 0.25760663518225224 MAE for Neural Network: 0.20255858857159295 Training time for Neural Network: 0.7824008464813232 seconds Testing time for Neural Network: 0.0013761520385742188 seconds RMSE for Neural Network: 0.11076923614535715 MAE for Neural Network: 0.08859565894684351 Training time for Neural Network: 0.6819770336151123 seconds Testing time for Neural Network: 0.0022840499877929688 seconds RMSE for Neural Network: 257.8749551652493 MAE for Neural Network: 198.36335782215247 Training time for Neural Network: 0.818748950958252 seconds Testing time for Neural Network: 0.002456188201904297 seconds RMSE for Neural Network: 256.58372940556205 MAE for Neural Network: 196.6831545738525 Training time for Neural Network: 1.6725058555603027 seconds Testing time for Neural Network: 0.0008680820465087891 seconds RMSE for Neural Network: 256.4187089392992 MAE for Neural Network: 196.46997970107765 Training time for Neural Network: 0.7494678497314453 seconds Testing time for Neural Network: 0.0010190010070800781 seconds RMSE for Neural Network: 0.658230649115002 MAE for Neural Network: 0.5422253570056866 Training time for Neural Network: 0.7211508750915527 seconds Testing time for Neural Network: 0.0008490085601806641 seconds RMSE for Neural Network: 258.18561202665404 MAE for Neural Network: 198.76704828159498 Training time for Neural Network: 1.443498134613037 seconds Testing time for Neural Network: 0.0031366348266601562 seconds RMSE for Neural Network: 256.55051042695294 MAE for Neural Network: 196.64024975285622 Training time for Neural Network: 0.8728458881378174 seconds Testing time for Neural Network: 0.002886056900024414 seconds RMSE for Neural Network: 256.24353406339503 MAE for Neural Network: 196.24481124557917 Training time for Neural Network: 0.7919888496398926 seconds Testing time for Neural Network: 0.001772165298461914 seconds RMSE for Neural Network: 0.22018526286037882 MAE for Neural Network: 0.16483329958208506 Training time for Neural Network: 0.9003548622131348 seconds Testing time for Neural Network: 0.0009210109710693359 seconds RMSE for Neural Network: 257.17721628751855 MAE for Neural Network: 197.45543751033313 Training time for Neural Network: 0.7381038665771484 seconds Testing time for Neural Network: 0.0008749961853027344 seconds RMSE for Neural Network: 257.9550812495265 MAE for Neural Network: 198.46751161701457 Training time for Neural Network: 0.780487060546875 seconds Testing time for Neural Network: 0.0009388923645019531 seconds RMSE for Neural Network: 257.4114533327359 MAE for Neural Network: 197.7604245845747 Training time for Neural Network: 0.78977370262146 seconds Testing time for Neural Network: 0.002103090286254883 seconds RMSE for Neural Network: 257.1496325097594 MAE for Neural Network: 197.41950948400284 Training time for Neural Network: 0.9807040691375732 seconds Testing time for Neural Network: 0.0008790493011474609 seconds RMSE for Neural Network: 0.29601428884454745 MAE for Neural Network: 0.2336758282487154 Training time for Neural Network: 0.7977817058563232 seconds Testing time for Neural Network: 0.000904083251953125 seconds RMSE for Neural Network: 0.35321016603966093 MAE for Neural Network: 0.2807437964366181 Training time for Neural Network: 0.7781929969787598 seconds Testing time for Neural Network: 0.0006692409515380859 seconds RMSE for Neural Network: 258.0594214811304 MAE for Neural Network: 198.60310732759376 Training time for Neural Network: 0.6082451343536377 seconds Testing time for Neural Network: 0.0006539821624755859 seconds RMSE for Neural Network: 0.4833749590318766 MAE for Neural Network: 0.37195415662973164 Training time for Neural Network: 0.743762731552124 seconds Testing time for Neural Network: 0.0010957717895507812 seconds RMSE for Neural Network: 256.8852015356051 MAE for Neural Network: 197.07495019151588 Training time for Neural Network: 0.6390209197998047 seconds Testing time for Neural Network: 0.0008761882781982422 seconds RMSE for Neural Network: 8.338922615026586 MAE for Neural Network: 6.3108085338069815 Training time for Neural Network: 1.2277109622955322 seconds Testing time for Neural Network: 0.0009248256683349609 seconds RMSE for Neural Network: 0.26668126035712664 MAE for Neural Network: 0.2152277987781191 Training time for Neural Network: 0.8305478096008301 seconds Testing time for Neural Network: 0.0015120506286621094 seconds RMSE for Neural Network: 0.24358862514513255 MAE for Neural Network: 0.19839977537168985 Training time for Neural Network: 1.3399760723114014 seconds Testing time for Neural Network: 0.0007078647613525391 seconds RMSE for Neural Network: 257.3459266036754 MAE for Neural Network: 197.67512530539673 Training time for Neural Network: 0.822415828704834 seconds Testing time for Neural Network: 0.0008740425109863281 seconds RMSE for Neural Network: 0.17485372108346084 MAE for Neural Network: 0.13840032408355438 Training time for Neural Network: 0.832496166229248 seconds Testing time for Neural Network: 0.004619121551513672 seconds RMSE for Neural Network: 0.22390725057908803 MAE for Neural Network: 0.17502663726255527 Training time for Neural Network: 0.9004800319671631 seconds Testing time for Neural Network: 0.0008261203765869141 seconds RMSE for Neural Network: 0.16845910427706098 MAE for Neural Network: 0.12163307698636487 Training time for Neural Network: 1.137895107269287 seconds Testing time for Neural Network: 0.002438068389892578 seconds RMSE for Neural Network: 256.67693972996034 MAE for Neural Network: 196.80352194235635 Training time for Neural Network: 1.0748679637908936 seconds Testing time for Neural Network: 0.0012669563293457031 seconds RMSE for Neural Network: 0.21619269561655538 MAE for Neural Network: 0.15675240072141744 Training time for Neural Network: 1.0639369487762451 seconds Testing time for Neural Network: 0.0008690357208251953 seconds RMSE for Neural Network: 257.48285930887084 MAE for Neural Network: 197.85335999894406 Training time for Neural Network: 0.753852128982544 seconds Testing time for Neural Network: 0.000705718994140625 seconds RMSE for Neural Network: 0.20263693635546887 MAE for Neural Network: 0.16217725129376817 Training time for Neural Network: 0.9717159271240234 seconds Testing time for Neural Network: 0.004408836364746094 seconds RMSE for Neural Network: 0.2126730959022881 MAE for Neural Network: 0.15865126703443141 Training time for Neural Network: 0.7342100143432617 seconds Testing time for Neural Network: 0.0006301403045654297 seconds RMSE for Neural Network: 9.932707267220358 MAE for Neural Network: 7.809090448805126 Training time for Neural Network: 0.755446195602417 seconds Testing time for Neural Network: 0.0014748573303222656 seconds RMSE for Neural Network: 0.12744932311645188 MAE for Neural Network: 0.10161419218592807 Training time for Neural Network: 0.9366388320922852 seconds Testing time for Neural Network: 0.0008399486541748047 seconds RMSE for Neural Network: 0.24726514868576038 MAE for Neural Network: 0.20342624206861995 Training time for Neural Network: 1.0017881393432617 seconds Testing time for Neural Network: 0.004866123199462891 seconds RMSE for Neural Network: 0.2118815565873219 MAE for Neural Network: 0.16956496278894165 Training time for Neural Network: 0.870236873626709 seconds Testing time for Neural Network: 0.001280069351196289 seconds RMSE for Neural Network: 0.15760208089448455 MAE for Neural Network: 0.12251011426803274 Training time for Neural Network: 0.7766199111938477 seconds Testing time for Neural Network: 0.0016219615936279297 seconds RMSE for Neural Network: 256.248254438891 MAE for Neural Network: 196.24968374711625 Training time for Neural Network: 0.7897579669952393 seconds Testing time for Neural Network: 0.0007841587066650391 seconds RMSE for Neural Network: 255.95751485067362 MAE for Neural Network: 195.87369231049067 Training time for Neural Network: 0.9686930179595947 seconds Testing time for Neural Network: 0.0008962154388427734 seconds RMSE for Neural Network: 257.9030744730421 MAE for Neural Network: 198.39991191441467 Training time for Neural Network: 1.8234899044036865 seconds Testing time for Neural Network: 0.002723217010498047 seconds RMSE for Neural Network: 257.9938526683905 MAE for Neural Network: 198.51790155973137 Training time for Neural Network: 0.9247770309448242 seconds Testing time for Neural Network: 0.0007028579711914062 seconds RMSE for Neural Network: 257.2592806421112 MAE for Neural Network: 197.56231093378244 Training time for Neural Network: 1.3904552459716797 seconds Testing time for Neural Network: 0.0008718967437744141 seconds RMSE for Neural Network: 0.24038666712744847 MAE for Neural Network: 0.1958458298324453 Training time for Neural Network: 0.9871013164520264 seconds Testing time for Neural Network: 0.0009148120880126953 seconds RMSE for Neural Network: 256.39461128532355 MAE for Neural Network: 196.43884207292197 Training time for Neural Network: 0.767848014831543 seconds Testing time for Neural Network: 0.0017080307006835938 seconds RMSE for Neural Network: 257.50441536622367 MAE for Neural Network: 197.88141185594122 Training time for Neural Network: 0.8806571960449219 seconds Testing time for Neural Network: 0.0008699893951416016 seconds RMSE for Neural Network: 0.2443334799028963 MAE for Neural Network: 0.1917788543752491 Training time for Neural Network: 0.6661489009857178 seconds Testing time for Neural Network: 0.0006480216979980469 seconds RMSE for Neural Network: 0.15459686088822874 MAE for Neural Network: 0.1188820538855974 Training time for Neural Network: 0.8422939777374268 seconds Testing time for Neural Network: 0.0018520355224609375 seconds RMSE for Neural Network: 0.2059023519184148 MAE for Neural Network: 0.16447302703626587 Training time for Neural Network: 0.8262898921966553 seconds Testing time for Neural Network: 0.0021860599517822266 seconds RMSE for Neural Network: 0.24972185460420696 MAE for Neural Network: 0.18791964450508353 Training time for Neural Network: 0.8493330478668213 seconds Testing time for Neural Network: 0.0008378028869628906 seconds RMSE for Neural Network: 257.19368294154026 MAE for Neural Network: 197.4768841409889 Training time for Neural Network: 0.6523911952972412 seconds Testing time for Neural Network: 0.0014028549194335938 seconds RMSE for Neural Network: 257.546732022414 MAE for Neural Network: 197.93647566940547 Training time for Neural Network: 0.6800398826599121 seconds Testing time for Neural Network: 0.0031480789184570312 seconds RMSE for Neural Network: 0.19484559052590741 MAE for Neural Network: 0.14466178952145184 Training time for Neural Network: 0.6847128868103027 seconds Testing time for Neural Network: 0.0013320446014404297 seconds RMSE for Neural Network: 257.26497153460235 MAE for Neural Network: 197.56972137374632 Training time for Neural Network: 0.7435629367828369 seconds Testing time for Neural Network: 0.0006999969482421875 seconds RMSE for Neural Network: 0.24298777960465923 MAE for Neural Network: 0.1887314394188986 Training time for Neural Network: 0.7721128463745117 seconds Testing time for Neural Network: 0.0008611679077148438 seconds RMSE for Neural Network: 255.90411801768866 MAE for Neural Network: 195.80542944699283 Training time for Neural Network: 0.7283592224121094 seconds Testing time for Neural Network: 0.001544952392578125 seconds RMSE for Neural Network: 256.80430699340513 MAE for Neural Network: 196.9694933622033 Training time for Neural Network: 0.9312057495117188 seconds Testing time for Neural Network: 0.0008881092071533203 seconds RMSE for Neural Network: 0.22755338305228048 MAE for Neural Network: 0.14841233743678497 Training time for Neural Network: 2.224310874938965 seconds Testing time for Neural Network: 0.009319305419921875 seconds RMSE for Neural Network: 256.434680659635 MAE for Neural Network: 196.4906163222112 Training time for Neural Network: 1.3893249034881592 seconds Testing time for Neural Network: 0.001990079879760742 seconds RMSE for Neural Network: 257.89993486946565 MAE for Neural Network: 198.3958306786577 Training time for Neural Network: 1.4970099925994873 seconds Testing time for Neural Network: 0.0008339881896972656 seconds RMSE for Neural Network: 256.3692117125758 MAE for Neural Network: 196.4060199496034 Training time for Neural Network: 1.1098711490631104 seconds Testing time for Neural Network: 0.0014309883117675781 seconds RMSE for Neural Network: 0.1653676577495115 MAE for Neural Network: 0.12625748737855716 Training time for Neural Network: 0.9734110832214355 seconds Testing time for Neural Network: 0.006155967712402344 seconds RMSE for Neural Network: 257.02491010617337 MAE for Neural Network: 197.25702431114212 Training time for Neural Network: 0.7562417984008789 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 0.5297350695886517 MAE for Neural Network: 0.4082408395728178 Training time for Neural Network: 0.4371368885040283 seconds Testing time for Neural Network: 0.0007872581481933594 seconds RMSE for Neural Network: 257.37187175222624 MAE for Neural Network: 197.70890115076864 Training time for Neural Network: 0.9318711757659912 seconds Testing time for Neural Network: 0.0008502006530761719 seconds RMSE for Neural Network: 257.1083641663437 MAE for Neural Network: 197.36575221981448 Training time for Neural Network: 0.8270599842071533 seconds Testing time for Neural Network: 0.0007829666137695312 seconds RMSE for Neural Network: 257.63264678337856 MAE for Neural Network: 198.04825147829277 Training time for Neural Network: 0.7004389762878418 seconds Testing time for Neural Network: 0.0010728836059570312 seconds RMSE for Neural Network: 256.10092717070376 MAE for Neural Network: 196.0591942592663 Training time for Neural Network: 0.7573497295379639 seconds Testing time for Neural Network: 0.001194000244140625 seconds RMSE for Neural Network: 255.92353689926227 MAE for Neural Network: 195.8297315042885 Training time for Neural Network: 0.874521017074585 seconds Testing time for Neural Network: 0.0008709430694580078 seconds RMSE for Neural Network: 257.2118247521345 MAE for Neural Network: 197.5005114355979 Training time for Neural Network: 0.6458909511566162 seconds Testing time for Neural Network: 0.0006480216979980469 seconds RMSE for Neural Network: 0.18703800157295036 MAE for Neural Network: 0.1463057702057 Training time for Neural Network: 0.20726799964904785 seconds Testing time for Neural Network: 0.001420736312866211 seconds RMSE for Neural Network: 258.3584576648636 MAE for Neural Network: 198.99151206010546 Training time for Neural Network: 1.0855069160461426 seconds Testing time for Neural Network: 0.0009212493896484375 seconds RMSE for Neural Network: 0.27095929106227096 MAE for Neural Network: 0.20835910446798933 Training time for Neural Network: 0.7812747955322266 seconds Testing time for Neural Network: 0.0009799003601074219 seconds RMSE for Neural Network: 0.17076917009685372 MAE for Neural Network: 0.13395368675622407 Training time for Neural Network: 0.7308769226074219 seconds Testing time for Neural Network: 0.0007023811340332031 seconds RMSE for Neural Network: 258.0111836675131 MAE for Neural Network: 198.54042440397666 Training time for Neural Network: 0.7408707141876221 seconds Testing time for Neural Network: 0.0009481906890869141 seconds RMSE for Neural Network: 0.48133539452168767 MAE for Neural Network: 0.36736390697740745 Training time for Neural Network: 0.224945068359375 seconds Testing time for Neural Network: 0.0008220672607421875 seconds RMSE for Neural Network: 257.93677291963047 MAE for Neural Network: 198.44394075582773 Training time for Neural Network: 1.4153993129730225 seconds Testing time for Neural Network: 0.0008587837219238281 seconds RMSE for Neural Network: 258.1236416352546 MAE for Neural Network: 198.6865460871605 Training time for Neural Network: 0.590947151184082 seconds Testing time for Neural Network: 0.0006268024444580078 seconds RMSE for Neural Network: 0.166106064685313 MAE for Neural Network: 0.13578316560630557 Training time for Neural Network: 0.7973470687866211 seconds Testing time for Neural Network: 0.00941920280456543 seconds RMSE for Neural Network: 0.22065668260774174 MAE for Neural Network: 0.17782919688355733 Training time for Neural Network: 0.6846721172332764 seconds Testing time for Neural Network: 0.0007910728454589844 seconds RMSE for Neural Network: 258.4436168037715 MAE for Neural Network: 199.10206501092514 Training time for Neural Network: 0.7913870811462402 seconds Testing time for Neural Network: 0.000965118408203125 seconds RMSE for Neural Network: 256.4258690096184 MAE for Neural Network: 196.47923114306352 Training time for Neural Network: 0.7344419956207275 seconds Testing time for Neural Network: 0.0007047653198242188 seconds RMSE for Neural Network: 258.0710810057775 MAE for Neural Network: 198.61825715802297 Training time for Neural Network: 0.7303740978240967 seconds Testing time for Neural Network: 0.00084686279296875 seconds RMSE for Neural Network: 256.44063006164885 MAE for Neural Network: 196.4983031500561 Training time for Neural Network: 0.7106668949127197 seconds Testing time for Neural Network: 0.001741170883178711 seconds RMSE for Neural Network: 0.09536248482832939 MAE for Neural Network: 0.07600509104944382 Training time for Neural Network: 0.6084129810333252 seconds Testing time for Neural Network: 0.0019638538360595703 seconds RMSE for Neural Network: 256.2174771646226 MAE for Neural Network: 196.20989609361084 Training time for Neural Network: 0.5249509811401367 seconds Testing time for Neural Network: 0.0008101463317871094 seconds RMSE for Neural Network: 257.33930782621826 MAE for Neural Network: 197.6665084870907 Training time for Neural Network: 0.5703120231628418 seconds Testing time for Neural Network: 0.0017437934875488281 seconds RMSE for Neural Network: 256.8265779762069 MAE for Neural Network: 196.99852887767645 Training time for Neural Network: 0.6792678833007812 seconds Testing time for Neural Network: 0.0009059906005859375 seconds RMSE for Neural Network: 257.9855034336812 MAE for Neural Network: 198.50705077384512 Training time for Neural Network: 0.6619870662689209 seconds Testing time for Neural Network: 0.0008370876312255859 seconds RMSE for Neural Network: 256.619617162947 MAE for Neural Network: 196.72950194338262 Training time for Neural Network: 0.647578239440918 seconds Testing time for Neural Network: 0.001127004623413086 seconds RMSE for Neural Network: 256.91498979808193 MAE for Neural Network: 197.11377731642335 Training time for Neural Network: 0.684067964553833 seconds Testing time for Neural Network: 0.0019829273223876953 seconds RMSE for Neural Network: 5.154711416543802 MAE for Neural Network: 4.048941110979074 Training time for Neural Network: 0.7332499027252197 seconds Testing time for Neural Network: 0.0008001327514648438 seconds RMSE for Neural Network: 257.1160688464951 MAE for Neural Network: 197.37578900178116 Training time for Neural Network: 0.6093859672546387 seconds Testing time for Neural Network: 0.0008912086486816406 seconds RMSE for Neural Network: 256.3880399591613 MAE for Neural Network: 196.43035061889765 Training time for Neural Network: 0.643740177154541 seconds Testing time for Neural Network: 0.003242015838623047 seconds RMSE for Neural Network: 258.3252727953413 MAE for Neural Network: 198.94842494925027 Training time for Neural Network: 0.6350619792938232 seconds Testing time for Neural Network: 0.0006449222564697266 seconds RMSE for Neural Network: 0.38363365252767556 MAE for Neural Network: 0.2992577706148316 Training time for Neural Network: 1.1322107315063477 seconds Testing time for Neural Network: 0.0008869171142578125 seconds RMSE for Neural Network: 257.55341643216997 MAE for Neural Network: 197.94517306790468 Training time for Neural Network: 0.6485378742218018 seconds Testing time for Neural Network: 0.0006520748138427734 seconds RMSE for Neural Network: 256.1360058939891 MAE for Neural Network: 196.10455695086821 Training time for Neural Network: 0.5331249237060547 seconds Testing time for Neural Network: 0.0008728504180908203 seconds RMSE for Neural Network: 256.8516319539557 MAE for Neural Network: 197.0311905826342 Training time for Neural Network: 1.210752010345459 seconds Testing time for Neural Network: 0.00092315673828125 seconds RMSE for Neural Network: 0.13072560159453916 MAE for Neural Network: 0.10802568667600808 Training time for Neural Network: 0.6138041019439697 seconds Testing time for Neural Network: 0.0009019374847412109 seconds RMSE for Neural Network: 256.1261288351793 MAE for Neural Network: 196.0917846956822 Training time for Neural Network: 0.5819978713989258 seconds Testing time for Neural Network: 0.0009009838104248047 seconds RMSE for Neural Network: 0.22832603474890528 MAE for Neural Network: 0.1777400174534447 Training time for Neural Network: 0.6575391292572021 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 0.47818551234780177 MAE for Neural Network: 0.3854394813553674 Training time for Neural Network: 0.6062438488006592 seconds Testing time for Neural Network: 0.0006871223449707031 seconds RMSE for Neural Network: 255.98956279993712 MAE for Neural Network: 195.91515228748483 Training time for Neural Network: 0.5604019165039062 seconds Testing time for Neural Network: 0.0008668899536132812 seconds RMSE for Neural Network: 256.5651158822738 MAE for Neural Network: 196.65911428242933 Training time for Neural Network: 0.6203439235687256 seconds Testing time for Neural Network: 0.0011250972747802734 seconds RMSE for Neural Network: 0.3013205007963241 MAE for Neural Network: 0.2261500180201568 Training time for Neural Network: 0.6874539852142334 seconds Testing time for Neural Network: 0.001383066177368164 seconds RMSE for Neural Network: 0.3627379967046769 MAE for Neural Network: 0.2894291601549097 Training time for Neural Network: 0.7121739387512207 seconds Testing time for Neural Network: 0.0008718967437744141 seconds RMSE for Neural Network: 257.17000620635093 MAE for Neural Network: 197.4460465979873 Training time for Neural Network: 0.6643948554992676 seconds Testing time for Neural Network: 0.000675201416015625 seconds RMSE for Neural Network: 258.18980048235653 MAE for Neural Network: 198.7724887858455 Training time for Neural Network: 0.5848617553710938 seconds Testing time for Neural Network: 0.0013377666473388672 seconds RMSE for Neural Network: 257.95851631814634 MAE for Neural Network: 198.47197627387942 Training time for Neural Network: 0.17087483406066895 seconds Testing time for Neural Network: 0.0013420581817626953 seconds RMSE for Neural Network: 256.8779091637929 MAE for Neural Network: 197.06544456439292 Training time for Neural Network: 0.6110572814941406 seconds Testing time for Neural Network: 0.001348733901977539 seconds RMSE for Neural Network: 257.87090002644817 MAE for Neural Network: 198.35808606016144 Training time for Neural Network: 0.6766760349273682 seconds Testing time for Neural Network: 0.0014128684997558594 seconds RMSE for Neural Network: 0.26841440936147215 MAE for Neural Network: 0.21494889128240216 Training time for Neural Network: 0.8002939224243164 seconds Testing time for Neural Network: 0.0014188289642333984 seconds RMSE for Neural Network: 257.05378259552197 MAE for Neural Network: 197.2946435452972 Training time for Neural Network: 0.6723482608795166 seconds Testing time for Neural Network: 0.0016949176788330078 seconds RMSE for Neural Network: 256.7185257271916 MAE for Neural Network: 196.85764063541632 Training time for Neural Network: 0.6159889698028564 seconds Testing time for Neural Network: 0.0015399456024169922 seconds RMSE for Neural Network: 0.4434534171234025 MAE for Neural Network: 0.3366293914653296 Training time for Neural Network: 0.6507203578948975 seconds Testing time for Neural Network: 0.0008859634399414062 seconds RMSE for Neural Network: 0.2176087126526436 MAE for Neural Network: 0.17217686372134058 Training time for Neural Network: 0.730532169342041 seconds Testing time for Neural Network: 0.0031402111053466797 seconds RMSE for Neural Network: 258.25903901529466 MAE for Neural Network: 198.8624159013047 Training time for Neural Network: 0.6468658447265625 seconds Testing time for Neural Network: 0.0007958412170410156 seconds RMSE for Neural Network: 255.91352707458603 MAE for Neural Network: 195.81711208863794 Training time for Neural Network: 0.6000251770019531 seconds Testing time for Neural Network: 0.0008249282836914062 seconds RMSE for Neural Network: 257.1069945565267 MAE for Neural Network: 197.3639680258021 Training time for Neural Network: 0.6491870880126953 seconds Testing time for Neural Network: 0.0009131431579589844 seconds RMSE for Neural Network: 0.209654940261032 MAE for Neural Network: 0.1606910046711719 Training time for Neural Network: 0.5095789432525635 seconds Testing time for Neural Network: 0.0009143352508544922 seconds RMSE for Neural Network: 257.8172023436171 MAE for Neural Network: 198.28827259646394 Training time for Neural Network: 0.6315581798553467 seconds Testing time for Neural Network: 0.0014300346374511719 seconds RMSE for Neural Network: 0.2505122589118527 MAE for Neural Network: 0.20526002754696862 Training time for Neural Network: 0.6737520694732666 seconds Testing time for Neural Network: 0.000985860824584961 seconds RMSE for Neural Network: 0.11299886092639347 MAE for Neural Network: 0.08355838829195332 Training time for Neural Network: 1.2499239444732666 seconds Testing time for Neural Network: 0.0008258819580078125 seconds RMSE for Neural Network: 258.1386614432184 MAE for Neural Network: 198.70605868140134 Training time for Neural Network: 0.6058909893035889 seconds Testing time for Neural Network: 0.0008661746978759766 seconds RMSE for Neural Network: 0.1783729227929038 MAE for Neural Network: 0.1408569613083755 Training time for Neural Network: 0.681267261505127 seconds Testing time for Neural Network: 0.0015537738800048828 seconds RMSE for Neural Network: 0.2092034862333016 MAE for Neural Network: 0.1635847381462644 Training time for Neural Network: 0.5705010890960693 seconds Testing time for Neural Network: 0.0008342266082763672 seconds RMSE for Neural Network: 0.4415404260268114 MAE for Neural Network: 0.3298017982809969 Training time for Neural Network: 0.6536471843719482 seconds Testing time for Neural Network: 0.0009489059448242188 seconds RMSE for Neural Network: 0.8213382085381533 MAE for Neural Network: 0.6093874449411328 Training time for Neural Network: 0.6261820793151855 seconds Testing time for Neural Network: 0.0018758773803710938 seconds RMSE for Neural Network: 0.20511299366425914 MAE for Neural Network: 0.12759725577165093 Training time for Neural Network: 0.5703897476196289 seconds Testing time for Neural Network: 0.0008280277252197266 seconds RMSE for Neural Network: 256.96106538879553 MAE for Neural Network: 197.173827752937 Training time for Neural Network: 0.574444055557251 seconds Testing time for Neural Network: 0.0008509159088134766 seconds RMSE for Neural Network: 0.2255934704617822 MAE for Neural Network: 0.15991024673705576 Training time for Neural Network: 0.5923850536346436 seconds Testing time for Neural Network: 0.0009109973907470703 seconds RMSE for Neural Network: 0.15362764405489587 MAE for Neural Network: 0.12560702602263712 Training time for Neural Network: 0.6467368602752686 seconds Testing time for Neural Network: 0.0023670196533203125 seconds RMSE for Neural Network: 0.19403979492221568 MAE for Neural Network: 0.16023264186277497 Training time for Neural Network: 0.5605382919311523 seconds Testing time for Neural Network: 0.0008330345153808594 seconds RMSE for Neural Network: 0.303568960255965 MAE for Neural Network: 0.23011751367606215 Training time for Neural Network: 0.5944192409515381 seconds Testing time for Neural Network: 0.0008559226989746094 seconds RMSE for Neural Network: 0.3029397647719094 MAE for Neural Network: 0.24226186824583537 Training time for Neural Network: 0.625464916229248 seconds Testing time for Neural Network: 0.0008399486541748047 seconds RMSE for Neural Network: 0.3112754487679772 MAE for Neural Network: 0.24706956513887632 Training time for Neural Network: 0.6008529663085938 seconds Testing time for Neural Network: 0.0008280277252197266 seconds RMSE for Neural Network: 256.71336465303006 MAE for Neural Network: 196.85091012357447 Training time for Neural Network: 0.6342530250549316 seconds Testing time for Neural Network: 0.0014519691467285156 seconds RMSE for Neural Network: 255.91339171411403 MAE for Neural Network: 195.81694402210246 Training time for Neural Network: 0.47200989723205566 seconds Testing time for Neural Network: 0.0006871223449707031 seconds RMSE for Neural Network: 0.18476823002983542 MAE for Neural Network: 0.14201659868317879 Training time for Neural Network: 0.5834529399871826 seconds Testing time for Neural Network: 0.0013751983642578125 seconds RMSE for Neural Network: 256.42702437931746 MAE for Neural Network: 196.48072396553093 Training time for Neural Network: 0.6052107810974121 seconds Testing time for Neural Network: 0.0015659332275390625 seconds RMSE for Neural Network: 256.1713877665621 MAE for Neural Network: 196.15030722216835 Training time for Neural Network: 1.1875979900360107 seconds Testing time for Neural Network: 0.0015060901641845703 seconds RMSE for Neural Network: 0.1616760512996872 MAE for Neural Network: 0.12617839214473897 Training time for Neural Network: 0.5132339000701904 seconds Testing time for Neural Network: 0.00286102294921875 seconds RMSE for Neural Network: 0.21827161265766487 MAE for Neural Network: 0.16826542564999536 Training time for Neural Network: 0.7485640048980713 seconds Testing time for Neural Network: 0.001219034194946289 seconds RMSE for Neural Network: 0.3077797290890734 MAE for Neural Network: 0.23266780491986816 Training time for Neural Network: 0.5163271427154541 seconds Testing time for Neural Network: 0.0010907649993896484 seconds RMSE for Neural Network: 256.45196964479595 MAE for Neural Network: 196.5129539262355 Training time for Neural Network: 0.6518919467926025 seconds Testing time for Neural Network: 0.000926971435546875 seconds RMSE for Neural Network: 256.463388947746 MAE for Neural Network: 196.52770724035028 Training time for Neural Network: 0.3439509868621826 seconds Testing time for Neural Network: 0.0008740425109863281 seconds RMSE for Neural Network: 256.38803294470455 MAE for Neural Network: 196.43034155474928 Training time for Neural Network: 0.6108417510986328 seconds Testing time for Neural Network: 0.0010790824890136719 seconds RMSE for Neural Network: 0.21214455674128951 MAE for Neural Network: 0.15050369223459545 Training time for Neural Network: 1.0635919570922852 seconds Testing time for Neural Network: 0.0009322166442871094 seconds RMSE for Neural Network: 0.22912988713723806 MAE for Neural Network: 0.1831629433955 Training time for Neural Network: 0.4284029006958008 seconds Testing time for Neural Network: 0.00086212158203125 seconds RMSE for Neural Network: 256.5546376056083 MAE for Neural Network: 196.64558052813365 Training time for Neural Network: 0.5302631855010986 seconds Testing time for Neural Network: 0.0008199214935302734 seconds RMSE for Neural Network: 256.3473528115142 MAE for Neural Network: 196.37777136055243 Training time for Neural Network: 0.6246559619903564 seconds Testing time for Neural Network: 0.0009520053863525391 seconds RMSE for Neural Network: 256.0529950657919 MAE for Neural Network: 195.99720288530872 Training time for Neural Network: 0.7364020347595215 seconds Testing time for Neural Network: 0.0014629364013671875 seconds RMSE for Neural Network: 257.34682506678257 MAE for Neural Network: 197.67629497983108 Training time for Neural Network: 0.5870490074157715 seconds Testing time for Neural Network: 0.0013620853424072266 seconds RMSE for Neural Network: 0.25263746679768734 MAE for Neural Network: 0.20289461566622624 Training time for Neural Network: 0.7055618762969971 seconds Testing time for Neural Network: 0.0008599758148193359 seconds RMSE for Neural Network: 0.3556864914995475 MAE for Neural Network: 0.2801288528917753 Training time for Neural Network: 0.6568539142608643 seconds Testing time for Neural Network: 0.0008251667022705078 seconds RMSE for Neural Network: 256.40161352802664 MAE for Neural Network: 196.44789018787793 Training time for Neural Network: 0.6653985977172852 seconds Testing time for Neural Network: 0.0009222030639648438 seconds RMSE for Neural Network: 256.7268079036539 MAE for Neural Network: 196.8684411514441 Training time for Neural Network: 0.6728966236114502 seconds Testing time for Neural Network: 0.0013651847839355469 seconds RMSE for Neural Network: 0.2601169955331187 MAE for Neural Network: 0.20559047993520715 Training time for Neural Network: 0.7659227848052979 seconds Testing time for Neural Network: 0.0009181499481201172 seconds RMSE for Neural Network: 256.87453747236054 MAE for Neural Network: 197.0610494913674 Training time for Neural Network: 0.5901548862457275 seconds Testing time for Neural Network: 0.0026781558990478516 seconds RMSE for Neural Network: 256.9487697288643 MAE for Neural Network: 197.1578035234135 Training time for Neural Network: 0.6839940547943115 seconds Testing time for Neural Network: 0.0006711483001708984 seconds RMSE for Neural Network: 0.685670771741095 MAE for Neural Network: 0.5495275986534234 Training time for Neural Network: 0.7047667503356934 seconds Testing time for Neural Network: 0.0011751651763916016 seconds RMSE for Neural Network: 0.212637044673799 MAE for Neural Network: 0.16211032020309454 Training time for Neural Network: 0.1834089756011963 seconds Testing time for Neural Network: 0.0005121231079101562 seconds RMSE for Neural Network: 256.36011666731565 MAE for Neural Network: 196.3942664907903 Training time for Neural Network: 0.6899518966674805 seconds Testing time for Neural Network: 0.0020599365234375 seconds RMSE for Neural Network: 0.194752462171294 MAE for Neural Network: 0.13137540163277972 Training time for Neural Network: 0.6124861240386963 seconds Testing time for Neural Network: 0.0009500980377197266 seconds RMSE for Neural Network: 0.27171059403298603 MAE for Neural Network: 0.20268270698043897 Training time for Neural Network: 0.6165318489074707 seconds Testing time for Neural Network: 0.0009219646453857422 seconds RMSE for Neural Network: 0.1788295645637398 MAE for Neural Network: 0.1423823621558199 Training time for Neural Network: 0.660269021987915 seconds Testing time for Neural Network: 0.001069784164428711 seconds RMSE for Neural Network: 256.6778108818331 MAE for Neural Network: 196.80464676174816 Training time for Neural Network: 0.5855469703674316 seconds Testing time for Neural Network: 0.0008513927459716797 seconds RMSE for Neural Network: 255.88386054351693 MAE for Neural Network: 195.7802759666175 Training time for Neural Network: 0.6364850997924805 seconds Testing time for Neural Network: 0.0009059906005859375 seconds RMSE for Neural Network: 258.4037324373761 MAE for Neural Network: 199.05029053625384 Training time for Neural Network: 0.5986940860748291 seconds Testing time for Neural Network: 0.0008389949798583984 seconds RMSE for Neural Network: 256.93806326689094 MAE for Neural Network: 197.14384996834377 Training time for Neural Network: 0.485349178314209 seconds Testing time for Neural Network: 0.0009598731994628906 seconds RMSE for Neural Network: 258.438880767992 MAE for Neural Network: 199.09591738057404 Training time for Neural Network: 0.6110630035400391 seconds Testing time for Neural Network: 0.0009109973907470703 seconds RMSE for Neural Network: 0.10687377092876539 MAE for Neural Network: 0.08185031571763997 Training time for Neural Network: 0.5862720012664795 seconds Testing time for Neural Network: 0.0009360313415527344 seconds RMSE for Neural Network: 257.24133501968714 MAE for Neural Network: 197.538942154986 Training time for Neural Network: 1.218674898147583 seconds Testing time for Neural Network: 0.0015060901641845703 seconds RMSE for Neural Network: 257.2944325386661 MAE for Neural Network: 197.608082426793 Training time for Neural Network: 0.5120081901550293 seconds Testing time for Neural Network: 0.0014410018920898438 seconds RMSE for Neural Network: 257.7072291386459 MAE for Neural Network: 198.14526281321625 Training time for Neural Network: 0.5553898811340332 seconds Testing time for Neural Network: 0.0009300708770751953 seconds RMSE for Neural Network: 258.07953706109066 MAE for Neural Network: 198.6292442584094 Training time for Neural Network: 0.6140069961547852 seconds Testing time for Neural Network: 0.0015380382537841797 seconds RMSE for Neural Network: 257.1812982739951 MAE for Neural Network: 197.460754092801 Training time for Neural Network: 0.6040019989013672 seconds Testing time for Neural Network: 0.0006887912750244141 seconds RMSE for Neural Network: 0.2217524201459916 MAE for Neural Network: 0.18156467362361348 Training time for Neural Network: 0.6534430980682373 seconds Testing time for Neural Network: 0.0009500980377197266 seconds RMSE for Neural Network: 256.03120845461314 MAE for Neural Network: 195.96902319408574 Training time for Neural Network: 0.5272471904754639 seconds Testing time for Neural Network: 0.0008409023284912109 seconds RMSE for Neural Network: 0.14144914697091251 MAE for Neural Network: 0.10005014982287266 Training time for Neural Network: 0.6416728496551514 seconds Testing time for Neural Network: 0.001603841781616211 seconds RMSE for Neural Network: 256.42549235554753 MAE for Neural Network: 196.47874447733113 Training time for Neural Network: 0.652642011642456 seconds Testing time for Neural Network: 0.0014388561248779297 seconds RMSE for Neural Network: 256.5046099537571 MAE for Neural Network: 196.5809594034248 Training time for Neural Network: 0.5820469856262207 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 258.3200328800583 MAE for Neural Network: 198.94162111572942 Training time for Neural Network: 0.6172728538513184 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 0.36749095732160897 MAE for Neural Network: 0.2928610011196392 Training time for Neural Network: 0.4894680976867676 seconds Testing time for Neural Network: 0.0014688968658447266 seconds RMSE for Neural Network: 257.64885133966743 MAE for Neural Network: 198.06933084566637 Training time for Neural Network: 0.5470981597900391 seconds Testing time for Neural Network: 0.0008089542388916016 seconds RMSE for Neural Network: 257.930361867521 MAE for Neural Network: 198.43538192094252 Training time for Neural Network: 0.5575857162475586 seconds Testing time for Neural Network: 0.0008330345153808594 seconds RMSE for Neural Network: 0.19444381131520697 MAE for Neural Network: 0.15902537160828487 Training time for Neural Network: 0.5687549114227295 seconds Testing time for Neural Network: 0.0009028911590576172 seconds RMSE for Neural Network: 258.43044768040363 MAE for Neural Network: 199.08497058616416 Training time for Neural Network: 0.6471221446990967 seconds Testing time for Neural Network: 0.0019788742065429688 seconds RMSE for Neural Network: 0.3269236428379175 MAE for Neural Network: 0.2524254232469731 Training time for Neural Network: 1.2262582778930664 seconds Testing time for Neural Network: 0.004059791564941406 seconds RMSE for Neural Network: 0.2682928758180759 MAE for Neural Network: 0.20675049706997137 Training time for Neural Network: 0.6645870208740234 seconds Testing time for Neural Network: 0.0013179779052734375 seconds RMSE for Neural Network: 256.92404056850796 MAE for Neural Network: 197.12557380271159 Training time for Neural Network: 0.633159875869751 seconds Testing time for Neural Network: 0.0008029937744140625 seconds RMSE for Neural Network: 0.248261714451509 MAE for Neural Network: 0.2044911469759821 Training time for Neural Network: 0.6807949542999268 seconds Testing time for Neural Network: 0.0008690357208251953 seconds RMSE for Neural Network: 257.3986852518816 MAE for Neural Network: 197.7438049456852 Training time for Neural Network: 0.5633490085601807 seconds Testing time for Neural Network: 0.0023970603942871094 seconds RMSE for Neural Network: 256.3339302102107 MAE for Neural Network: 196.36042428905995 Training time for Neural Network: 0.6155469417572021 seconds Testing time for Neural Network: 0.0025589466094970703 seconds RMSE for Neural Network: 0.6575148207933389 MAE for Neural Network: 0.5133592720753375 Training time for Neural Network: 0.5895407199859619 seconds Testing time for Neural Network: 0.0016741752624511719 seconds RMSE for Neural Network: 258.37186497570855 MAE for Neural Network: 199.00891898612426 Training time for Neural Network: 0.6530020236968994 seconds Testing time for Neural Network: 0.0009191036224365234 seconds RMSE for Neural Network: 258.4453277628715 MAE for Neural Network: 199.1042859093146 Training time for Neural Network: 0.7875871658325195 seconds Testing time for Neural Network: 0.0016238689422607422 seconds RMSE for Neural Network: 255.91682892369982 MAE for Neural Network: 195.82121171753374 Training time for Neural Network: 1.0680577754974365 seconds Testing time for Neural Network: 0.0006949901580810547 seconds RMSE for Neural Network: 258.2796449884128 MAE for Neural Network: 198.88917577470264 Training time for Neural Network: 0.6748478412628174 seconds Testing time for Neural Network: 0.0008008480072021484 seconds RMSE for Neural Network: 257.1889391626064 MAE for Neural Network: 197.47070580870175 Training time for Neural Network: 0.7584021091461182 seconds Testing time for Neural Network: 0.0009567737579345703 seconds RMSE for Neural Network: 256.54235738642 MAE for Neural Network: 196.6297188888021 Training time for Neural Network: 0.6875050067901611 seconds Testing time for Neural Network: 0.0008900165557861328 seconds RMSE for Neural Network: 0.20852777155888608 MAE for Neural Network: 0.159951441605034 Training time for Neural Network: 0.632199764251709 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 0.16472478448215921 MAE for Neural Network: 0.12591270554982678 Training time for Neural Network: 0.6637797355651855 seconds Testing time for Neural Network: 0.004086971282958984 seconds RMSE for Neural Network: 258.2869797539501 MAE for Neural Network: 198.8987006881077 Training time for Neural Network: 0.8260800838470459 seconds Testing time for Neural Network: 0.0006511211395263672 seconds RMSE for Neural Network: 256.2012296393631 MAE for Neural Network: 196.18889057055947 Training time for Neural Network: 0.7574231624603271 seconds Testing time for Neural Network: 0.0020360946655273438 seconds RMSE for Neural Network: 257.31084281927264 MAE for Neural Network: 197.62944886166235 Training time for Neural Network: 0.7860710620880127 seconds Testing time for Neural Network: 0.0013818740844726562 seconds RMSE for Neural Network: 255.90200759273912 MAE for Neural Network: 195.80280902162042 Training time for Neural Network: 0.6489338874816895 seconds Testing time for Neural Network: 0.002424001693725586 seconds RMSE for Neural Network: 0.20379904801815193 MAE for Neural Network: 0.1611278845168318 Training time for Neural Network: 0.18212127685546875 seconds Testing time for Neural Network: 0.0005559921264648438 seconds RMSE for Neural Network: 0.4165077012445131 MAE for Neural Network: 0.31857610846523965 Training time for Neural Network: 0.6053256988525391 seconds Testing time for Neural Network: 0.0008730888366699219 seconds RMSE for Neural Network: 257.7492620621761 MAE for Neural Network: 198.19992764528533 Training time for Neural Network: 0.5811238288879395 seconds Testing time for Neural Network: 0.0006341934204101562 seconds RMSE for Neural Network: 257.0635148785198 MAE for Neural Network: 197.30732349991212 Training time for Neural Network: 0.5772740840911865 seconds Testing time for Neural Network: 0.0006279945373535156 seconds RMSE for Neural Network: 0.13964250018552413 MAE for Neural Network: 0.10377285427083631 Training time for Neural Network: 0.6373648643493652 seconds Testing time for Neural Network: 0.0008580684661865234 seconds RMSE for Neural Network: 257.9080892901804 MAE for Neural Network: 198.40643070805862 Training time for Neural Network: 0.6486878395080566 seconds Testing time for Neural Network: 0.0012390613555908203 seconds RMSE for Neural Network: 257.4644461493955 MAE for Neural Network: 197.8293968448951 Training time for Neural Network: 0.5245757102966309 seconds Testing time for Neural Network: 0.0008320808410644531 seconds RMSE for Neural Network: 257.1879111586698 MAE for Neural Network: 197.46936691841555 Training time for Neural Network: 0.5790128707885742 seconds Testing time for Neural Network: 0.001361846923828125 seconds RMSE for Neural Network: 0.21075310381375245 MAE for Neural Network: 0.16012216741500906 Training time for Neural Network: 0.5830800533294678 seconds Testing time for Neural Network: 0.0009148120880126953 seconds RMSE for Neural Network: 0.2280379699499109 MAE for Neural Network: 0.1711599161349944 Training time for Neural Network: 0.18049001693725586 seconds Testing time for Neural Network: 0.0005159378051757812 seconds RMSE for Neural Network: 257.4126982342657 MAE for Neural Network: 197.7620449865067 Training time for Neural Network: 0.5356900691986084 seconds Testing time for Neural Network: 0.0008289813995361328 seconds RMSE for Neural Network: 257.7772671992268 MAE for Neural Network: 198.23634558198847 Training time for Neural Network: 0.9606409072875977 seconds Testing time for Neural Network: 0.001110076904296875 seconds RMSE for Neural Network: 0.388622255981169 MAE for Neural Network: 0.2865142843023999 Training time for Neural Network: 1.01649808883667 seconds Testing time for Neural Network: 0.0008950233459472656 seconds RMSE for Neural Network: 0.3136784527010134 MAE for Neural Network: 0.25014568428904677 Training time for Neural Network: 1.026667594909668 seconds Testing time for Neural Network: 0.0020411014556884766 seconds RMSE for Neural Network: 0.17709097643673247 MAE for Neural Network: 0.1374214389932076 Training time for Neural Network: 1.0078980922698975 seconds Testing time for Neural Network: 0.0009291172027587891 seconds RMSE for Neural Network: 258.3238145805374 MAE for Neural Network: 198.9465315215117 Training time for Neural Network: 0.6673901081085205 seconds Testing time for Neural Network: 0.0007958412170410156 seconds RMSE for Neural Network: 258.46155418349264 MAE for Neural Network: 199.1253479995616 Training time for Neural Network: 0.5841012001037598 seconds Testing time for Neural Network: 0.002483844757080078 seconds RMSE for Neural Network: 0.25298183083241277 MAE for Neural Network: 0.20622384022338092 Training time for Neural Network: 0.6300768852233887 seconds Testing time for Neural Network: 0.002162933349609375 seconds RMSE for Neural Network: 256.1858275124256 MAE for Neural Network: 196.16897714835707 Training time for Neural Network: 0.4622929096221924 seconds Testing time for Neural Network: 0.0006210803985595703 seconds RMSE for Neural Network: 0.33502029566628166 MAE for Neural Network: 0.2556638845138731 Training time for Neural Network: 0.5325291156768799 seconds Testing time for Neural Network: 0.0009219646453857422 seconds RMSE for Neural Network: 256.66430388656863 MAE for Neural Network: 196.7872064131157 Training time for Neural Network: 0.6049013137817383 seconds Testing time for Neural Network: 0.0008549690246582031 seconds RMSE for Neural Network: 0.26975167072509887 MAE for Neural Network: 0.21361616420878074 Training time for Neural Network: 0.5149450302124023 seconds Testing time for Neural Network: 0.0007219314575195312 seconds RMSE for Neural Network: 257.5111035176549 MAE for Neural Network: 197.8901151141218 Training time for Neural Network: 0.5511360168457031 seconds Testing time for Neural Network: 0.0014090538024902344 seconds RMSE for Neural Network: 0.502834328995986 MAE for Neural Network: 0.39549980244732635 Training time for Neural Network: 0.6177318096160889 seconds Testing time for Neural Network: 0.0014951229095458984 seconds RMSE for Neural Network: 256.89765481297843 MAE for Neural Network: 197.09118263739813 Training time for Neural Network: 0.6084530353546143 seconds Testing time for Neural Network: 0.0012810230255126953 seconds RMSE for Neural Network: 258.38113690588415 MAE for Neural Network: 199.02095651909934 Training time for Neural Network: 0.6075000762939453 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 257.257723221921 MAE for Neural Network: 197.56028290708267 Training time for Neural Network: 0.983875036239624 seconds Testing time for Neural Network: 0.002022981643676758 seconds RMSE for Neural Network: 256.11158201699976 MAE for Neural Network: 196.07297323232515 Training time for Neural Network: 0.18795108795166016 seconds Testing time for Neural Network: 0.0005266666412353516 seconds RMSE for Neural Network: 258.3611827739711 MAE for Neural Network: 198.99505016297593 Training time for Neural Network: 0.624319314956665 seconds Testing time for Neural Network: 0.0008976459503173828 seconds RMSE for Neural Network: 5.512426600854817 MAE for Neural Network: 4.2415302924404275 Training time for Neural Network: 0.6889584064483643 seconds Testing time for Neural Network: 0.0014197826385498047 seconds RMSE for Neural Network: 258.0893038778777 MAE for Neural Network: 198.64193414575757 Training time for Neural Network: 0.6657767295837402 seconds Testing time for Neural Network: 0.0010352134704589844 seconds RMSE for Neural Network: 256.2135892662545 MAE for Neural Network: 196.20486973125466 Training time for Neural Network: 0.7469727993011475 seconds Testing time for Neural Network: 0.0009200572967529297 seconds RMSE for Neural Network: 0.25934051811644077 MAE for Neural Network: 0.21702716571257522 Training time for Neural Network: 0.6208329200744629 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 258.4332458472098 MAE for Neural Network: 199.088602848391 Training time for Neural Network: 0.6454579830169678 seconds Testing time for Neural Network: 0.0008599758148193359 seconds RMSE for Neural Network: 0.17284362727202676 MAE for Neural Network: 0.1241800678418695 Training time for Neural Network: 0.6287531852722168 seconds Testing time for Neural Network: 0.0009248256683349609 seconds RMSE for Neural Network: 0.38284588170447237 MAE for Neural Network: 0.28028821966577133 Training time for Neural Network: 1.004183053970337 seconds Testing time for Neural Network: 0.0012481212615966797 seconds RMSE for Neural Network: 0.1470877137352783 MAE for Neural Network: 0.11663719254436586 Training time for Neural Network: 1.0705718994140625 seconds Testing time for Neural Network: 0.0015649795532226562 seconds RMSE for Neural Network: 257.3665753452288 MAE for Neural Network: 197.70200638822905 Training time for Neural Network: 1.4118249416351318 seconds Testing time for Neural Network: 0.0014390945434570312 seconds RMSE for Neural Network: 0.16534592420102062 MAE for Neural Network: 0.12846718715510455 Training time for Neural Network: 0.6761970520019531 seconds Testing time for Neural Network: 0.0018467903137207031 seconds RMSE for Neural Network: 258.39980479335424 MAE for Neural Network: 199.0451917084248 Training time for Neural Network: 0.6330928802490234 seconds Testing time for Neural Network: 0.001322031021118164 seconds RMSE for Neural Network: 0.18946841535525347 MAE for Neural Network: 0.1556702638183998 Training time for Neural Network: 0.7613379955291748 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 256.4854893800299 MAE for Neural Network: 196.55625886411298 Training time for Neural Network: 0.689755916595459 seconds Testing time for Neural Network: 0.0010712146759033203 seconds RMSE for Neural Network: 0.3556757311936203 MAE for Neural Network: 0.28182771353285074 Training time for Neural Network: 0.6626849174499512 seconds Testing time for Neural Network: 0.0009462833404541016 seconds RMSE for Neural Network: 257.9464834912802 MAE for Neural Network: 198.45633668521978 Training time for Neural Network: 0.6625058650970459 seconds Testing time for Neural Network: 0.0009598731994628906 seconds RMSE for Neural Network: 0.20970841205247276 MAE for Neural Network: 0.16600193530854881 Training time for Neural Network: 0.6734211444854736 seconds Testing time for Neural Network: 0.0013759136199951172 seconds RMSE for Neural Network: 257.9259313448676 MAE for Neural Network: 198.42962300301173 Training time for Neural Network: 0.693209171295166 seconds Testing time for Neural Network: 0.000659942626953125 seconds RMSE for Neural Network: 255.9572885367342 MAE for Neural Network: 195.87339951829819 Training time for Neural Network: 0.5118119716644287 seconds Testing time for Neural Network: 0.0013089179992675781 seconds RMSE for Neural Network: 257.8688996423416 MAE for Neural Network: 198.35548549952443 Training time for Neural Network: 0.5866811275482178 seconds Testing time for Neural Network: 0.0020318031311035156 seconds RMSE for Neural Network: 256.3025992833159 MAE for Neural Network: 196.3199304061973 Training time for Neural Network: 0.5826292037963867 seconds Testing time for Neural Network: 0.0008687973022460938 seconds RMSE for Neural Network: 0.1259993089609011 MAE for Neural Network: 0.09817594965219563 Training time for Neural Network: 0.6458499431610107 seconds Testing time for Neural Network: 0.0014121532440185547 seconds RMSE for Neural Network: 258.24166100625825 MAE for Neural Network: 198.83984687247982 Training time for Neural Network: 0.575160026550293 seconds Testing time for Neural Network: 0.0009016990661621094 seconds RMSE for Neural Network: 256.6696444369087 MAE for Neural Network: 196.79410225462595 Training time for Neural Network: 0.5627789497375488 seconds Testing time for Neural Network: 0.0008919239044189453 seconds RMSE for Neural Network: 0.3364832559924407 MAE for Neural Network: 0.2586862580535434 Training time for Neural Network: 0.6638603210449219 seconds Testing time for Neural Network: 0.0019998550415039062 seconds RMSE for Neural Network: 256.49631969857455 MAE for Neural Network: 196.57024995824685 Training time for Neural Network: 0.5580949783325195 seconds Testing time for Neural Network: 0.0009198188781738281 seconds RMSE for Neural Network: 257.3256225191035 MAE for Neural Network: 197.648691444806 Training time for Neural Network: 0.5760278701782227 seconds Testing time for Neural Network: 0.001055002212524414 seconds RMSE for Neural Network: 256.8487171395345 MAE for Neural Network: 197.02739078926203 Training time for Neural Network: 0.6557869911193848 seconds Testing time for Neural Network: 0.002165079116821289 seconds RMSE for Neural Network: 255.83229773111276 MAE for Neural Network: 195.71624462890694 Training time for Neural Network: 0.5302801132202148 seconds Testing time for Neural Network: 0.003435850143432617 seconds RMSE for Neural Network: 258.04937492380674 MAE for Neural Network: 198.5900529320826 Training time for Neural Network: 0.6421530246734619 seconds Testing time for Neural Network: 0.00391697883605957 seconds RMSE for Neural Network: 257.75994575058286 MAE for Neural Network: 198.21382105782487 Training time for Neural Network: 0.5543720722198486 seconds Testing time for Neural Network: 0.0018498897552490234 seconds RMSE for Neural Network: 0.35694261565187874 MAE for Neural Network: 0.2904082082579739 Training time for Neural Network: 0.6573770046234131 seconds Testing time for Neural Network: 0.0028340816497802734 seconds RMSE for Neural Network: 258.2402223223854 MAE for Neural Network: 198.83797838973078 Training time for Neural Network: 0.6141140460968018 seconds Testing time for Neural Network: 0.0009241104125976562 seconds RMSE for Neural Network: 0.20696782338938927 MAE for Neural Network: 0.16811755864348413 Training time for Neural Network: 1.2824280261993408 seconds Testing time for Neural Network: 0.0014929771423339844 seconds RMSE for Neural Network: 256.8026951492125 MAE for Neural Network: 196.967391872105 Training time for Neural Network: 0.4627537727355957 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 0.24656703037513 MAE for Neural Network: 0.19433354501877353 Training time for Neural Network: 0.6205160617828369 seconds Testing time for Neural Network: 0.0009281635284423828 seconds RMSE for Neural Network: 0.24283854586744158 MAE for Neural Network: 0.19366251547750143 Training time for Neural Network: 0.1843581199645996 seconds Testing time for Neural Network: 0.0005178451538085938 seconds RMSE for Neural Network: 257.55365537913644 MAE for Neural Network: 197.94548397009464 Training time for Neural Network: 0.4967930316925049 seconds Testing time for Neural Network: 0.0008280277252197266 seconds RMSE for Neural Network: 257.9876297811449 MAE for Neural Network: 198.50981422864987 Training time for Neural Network: 0.45424699783325195 seconds Testing time for Neural Network: 0.0008449554443359375 seconds RMSE for Neural Network: 0.2135898202298831 MAE for Neural Network: 0.171635481314544 Training time for Neural Network: 0.5027713775634766 seconds Testing time for Neural Network: 0.001363992691040039 seconds RMSE for Neural Network: 0.4478848921522992 MAE for Neural Network: 0.3513886228964475 Training time for Neural Network: 0.5477340221405029 seconds Testing time for Neural Network: 0.0008490085601806641 seconds RMSE for Neural Network: 256.7003094053936 MAE for Neural Network: 196.83388446561946 Training time for Neural Network: 0.6392419338226318 seconds Testing time for Neural Network: 0.0008609294891357422 seconds RMSE for Neural Network: 257.41482901204466 MAE for Neural Network: 197.76481845945239 Training time for Neural Network: 0.567936897277832 seconds Testing time for Neural Network: 0.0009002685546875 seconds RMSE for Neural Network: 256.57219920974956 MAE for Neural Network: 196.66826289658795 Training time for Neural Network: 1.0843758583068848 seconds Testing time for Neural Network: 0.001772165298461914 seconds RMSE for Neural Network: 0.20134125635244754 MAE for Neural Network: 0.15229637852628394 Training time for Neural Network: 0.5997130870819092 seconds Testing time for Neural Network: 0.0013580322265625 seconds RMSE for Neural Network: 256.3250478800925 MAE for Neural Network: 196.3489446113932 Training time for Neural Network: 0.5881650447845459 seconds Testing time for Neural Network: 0.00092315673828125 seconds RMSE for Neural Network: 258.1979337107343 MAE for Neural Network: 198.78305309430368 Training time for Neural Network: 0.6161119937896729 seconds Testing time for Neural Network: 0.0009138584136962891 seconds RMSE for Neural Network: 0.23730694040945813 MAE for Neural Network: 0.1967479277830312 Training time for Neural Network: 0.6410019397735596 seconds Testing time for Neural Network: 0.0010938644409179688 seconds RMSE for Neural Network: 256.5879053041622 MAE for Neural Network: 196.68854778653767 Training time for Neural Network: 0.5417048931121826 seconds Testing time for Neural Network: 0.0013692378997802734 seconds RMSE for Neural Network: 256.88295668009266 MAE for Neural Network: 197.07202403615378 Training time for Neural Network: 0.5623900890350342 seconds Testing time for Neural Network: 0.0006721019744873047 seconds RMSE for Neural Network: 256.8696176791252 MAE for Neural Network: 197.05463636164453 Training time for Neural Network: 0.6020689010620117 seconds Testing time for Neural Network: 0.0009143352508544922 seconds RMSE for Neural Network: 256.7763846226421 MAE for Neural Network: 196.9330874304139 Training time for Neural Network: 0.6977841854095459 seconds Testing time for Neural Network: 0.0009059906005859375 seconds RMSE for Neural Network: 257.1886758948534 MAE for Neural Network: 197.47036292453595 Training time for Neural Network: 0.37270116806030273 seconds Testing time for Neural Network: 0.0006411075592041016 seconds RMSE for Neural Network: 257.8377157716749 MAE for Neural Network: 198.31494371165027 Training time for Neural Network: 0.6716997623443604 seconds Testing time for Neural Network: 0.0008971691131591797 seconds RMSE for Neural Network: 0.12278197768855824 MAE for Neural Network: 0.09499009590775472 Training time for Neural Network: 0.6809101104736328 seconds Testing time for Neural Network: 0.003674745559692383 seconds RMSE for Neural Network: 257.75776525061787 MAE for Neural Network: 198.2109854977585 Training time for Neural Network: 0.6782577037811279 seconds Testing time for Neural Network: 0.0010762214660644531 seconds RMSE for Neural Network: 0.2735118588643495 MAE for Neural Network: 0.22445312818469418 Training time for Neural Network: 0.6666123867034912 seconds Testing time for Neural Network: 0.000659942626953125 seconds RMSE for Neural Network: 256.18187993738735 MAE for Neural Network: 196.16387318944675 Training time for Neural Network: 0.6998231410980225 seconds Testing time for Neural Network: 0.0012848377227783203 seconds RMSE for Neural Network: 257.3225034158779 MAE for Neural Network: 197.64463056003956 Training time for Neural Network: 0.677699089050293 seconds Testing time for Neural Network: 0.002933979034423828 seconds RMSE for Neural Network: 0.21447431878064296 MAE for Neural Network: 0.1726225283116266 Training time for Neural Network: 1.3443372249603271 seconds Testing time for Neural Network: 0.0006449222564697266 seconds RMSE for Neural Network: 255.93579340848754 MAE for Neural Network: 195.845589500156 Training time for Neural Network: 0.6616988182067871 seconds Testing time for Neural Network: 0.0006551742553710938 seconds RMSE for Neural Network: 257.6923483897357 MAE for Neural Network: 198.1259085622497 Training time for Neural Network: 0.7054719924926758 seconds Testing time for Neural Network: 0.0007979869842529297 seconds RMSE for Neural Network: 256.2956076568285 MAE for Neural Network: 196.3108935521384 Training time for Neural Network: 0.6351912021636963 seconds Testing time for Neural Network: 0.0008268356323242188 seconds RMSE for Neural Network: 0.3955279065860492 MAE for Neural Network: 0.3076143925285544 Training time for Neural Network: 0.6865160465240479 seconds Testing time for Neural Network: 0.0016169548034667969 seconds RMSE for Neural Network: 0.19147039077586192 MAE for Neural Network: 0.1419757407116705 Training time for Neural Network: 0.5982611179351807 seconds Testing time for Neural Network: 0.0028619766235351562 seconds RMSE for Neural Network: 0.1582995236332503 MAE for Neural Network: 0.1343070258534415 Training time for Neural Network: 0.6263632774353027 seconds Testing time for Neural Network: 0.0021147727966308594 seconds RMSE for Neural Network: 0.31614203841841937 MAE for Neural Network: 0.24776614968335484 Training time for Neural Network: 0.6082499027252197 seconds Testing time for Neural Network: 0.0008702278137207031 seconds RMSE for Neural Network: 0.42384306473303035 MAE for Neural Network: 0.3461274000237473 Training time for Neural Network: 0.3627047538757324 seconds Testing time for Neural Network: 0.002259969711303711 seconds RMSE for Neural Network: 0.5094961541350678 MAE for Neural Network: 0.37334342997047243 Training time for Neural Network: 0.5696859359741211 seconds Testing time for Neural Network: 0.0010311603546142578 seconds RMSE for Neural Network: 0.1966786416715516 MAE for Neural Network: 0.14498841801389356 Training time for Neural Network: 0.6050288677215576 seconds Testing time for Neural Network: 0.0009789466857910156 seconds RMSE for Neural Network: 256.4780818798194 MAE for Neural Network: 196.546689282027 Training time for Neural Network: 0.6212170124053955 seconds Testing time for Neural Network: 0.0013480186462402344 seconds RMSE for Neural Network: 0.33849764909114377 MAE for Neural Network: 0.2718921518225245 Training time for Neural Network: 0.6235570907592773 seconds Testing time for Neural Network: 0.0010309219360351562 seconds RMSE for Neural Network: 257.78322414094634 MAE for Neural Network: 198.24409164840546 Training time for Neural Network: 0.5819158554077148 seconds Testing time for Neural Network: 0.0008630752563476562 seconds RMSE for Neural Network: 0.692868193980414 MAE for Neural Network: 0.5423968761999194 Training time for Neural Network: 0.6007888317108154 seconds Testing time for Neural Network: 0.0014719963073730469 seconds RMSE for Neural Network: 0.21191183256310384 MAE for Neural Network: 0.1712908910957161 Training time for Neural Network: 0.5592138767242432 seconds Testing time for Neural Network: 0.001535177230834961 seconds RMSE for Neural Network: 258.3136226873148 MAE for Neural Network: 198.93329759204326 Training time for Neural Network: 0.6160769462585449 seconds Testing time for Neural Network: 0.0008528232574462891 seconds RMSE for Neural Network: 255.83543720460577 MAE for Neural Network: 195.7201435273867 Training time for Neural Network: 0.8062310218811035 seconds Testing time for Neural Network: 0.0013799667358398438 seconds RMSE for Neural Network: 256.03613405310006 MAE for Neural Network: 195.97539431231027 Training time for Neural Network: 0.5980451107025146 seconds Testing time for Neural Network: 0.0023598670959472656 seconds RMSE for Neural Network: 256.94204058090156 MAE for Neural Network: 197.1490335834231 Training time for Neural Network: 0.6402108669281006 seconds Testing time for Neural Network: 0.0009191036224365234 seconds RMSE for Neural Network: 0.16040623379779914 MAE for Neural Network: 0.12715840730708902 Training time for Neural Network: 0.6886930465698242 seconds Testing time for Neural Network: 0.0007958412170410156 seconds RMSE for Neural Network: 258.4178218168689 MAE for Neural Network: 199.06858078957364 Training time for Neural Network: 0.6571412086486816 seconds Testing time for Neural Network: 0.0022079944610595703 seconds RMSE for Neural Network: 0.3578776769910735 MAE for Neural Network: 0.284918178560355 Training time for Neural Network: 0.674293041229248 seconds Testing time for Neural Network: 0.0009577274322509766 seconds RMSE for Neural Network: 258.0543710823767 MAE for Neural Network: 198.59654493399674 Training time for Neural Network: 0.5992393493652344 seconds Testing time for Neural Network: 0.0009238719940185547 seconds RMSE for Neural Network: 0.3494320647140145 MAE for Neural Network: 0.27359601826663743 Training time for Neural Network: 0.46056604385375977 seconds Testing time for Neural Network: 0.001775979995727539 seconds RMSE for Neural Network: 256.2935528593359 MAE for Neural Network: 196.30823764138756 Training time for Neural Network: 1.1842067241668701 seconds Testing time for Neural Network: 0.0019173622131347656 seconds RMSE for Neural Network: 256.1466811770482 MAE for Neural Network: 196.11836101741392 Training time for Neural Network: 0.5731761455535889 seconds Testing time for Neural Network: 0.0014278888702392578 seconds RMSE for Neural Network: 256.9963964885906 MAE for Neural Network: 197.2198697725989 Training time for Neural Network: 0.5900058746337891 seconds Testing time for Neural Network: 0.0008094310760498047 seconds RMSE for Neural Network: 0.21629619898184374 MAE for Neural Network: 0.1687999007006379 Training time for Neural Network: 0.633753776550293 seconds Testing time for Neural Network: 0.0006740093231201172 seconds RMSE for Neural Network: 256.9778647330118 MAE for Neural Network: 197.1957205107101 Training time for Neural Network: 0.6403377056121826 seconds Testing time for Neural Network: 0.0006351470947265625 seconds RMSE for Neural Network: 0.17614377213633509 MAE for Neural Network: 0.13524832522600244 Training time for Neural Network: 0.9858009815216064 seconds Testing time for Neural Network: 0.000946044921875 seconds RMSE for Neural Network: 0.18368995295987053 MAE for Neural Network: 0.14224320340225033 Training time for Neural Network: 0.6046240329742432 seconds Testing time for Neural Network: 0.001027822494506836 seconds RMSE for Neural Network: 258.2591263964016 MAE for Neural Network: 198.86252938156176 Training time for Neural Network: 0.7010989189147949 seconds Testing time for Neural Network: 0.0020751953125 seconds RMSE for Neural Network: 0.20043753121216007 MAE for Neural Network: 0.14624328789008353 Training time for Neural Network: 0.6380858421325684 seconds Testing time for Neural Network: 0.0027420520782470703 seconds RMSE for Neural Network: 256.5204382611654 MAE for Neural Network: 196.60140591412542 Training time for Neural Network: 0.7158570289611816 seconds Testing time for Neural Network: 0.002482891082763672 seconds RMSE for Neural Network: 258.45445510412196 MAE for Neural Network: 199.1161334200938 Training time for Neural Network: 0.6021440029144287 seconds Testing time for Neural Network: 0.0009248256683349609 seconds RMSE for Neural Network: 257.1859607577343 MAE for Neural Network: 197.4668266719219 Training time for Neural Network: 0.6439642906188965 seconds Testing time for Neural Network: 0.0029189586639404297 seconds RMSE for Neural Network: 256.31096545485093 MAE for Neural Network: 196.33074366625456 Training time for Neural Network: 0.5637810230255127 seconds Testing time for Neural Network: 0.0006258487701416016 seconds RMSE for Neural Network: 257.7914922021396 MAE for Neural Network: 198.25484275751202 Training time for Neural Network: 0.5857388973236084 seconds Testing time for Neural Network: 0.0006232261657714844 seconds RMSE for Neural Network: 257.7935462155085 MAE for Neural Network: 198.25751359120673 Training time for Neural Network: 0.7181620597839355 seconds Testing time for Neural Network: 0.0013687610626220703 seconds RMSE for Neural Network: 256.9694063544224 MAE for Neural Network: 197.18469775097728 Training time for Neural Network: 0.7751748561859131 seconds Testing time for Neural Network: 0.0010230541229248047 seconds RMSE for Neural Network: 257.5881960167398 MAE for Neural Network: 197.99042389004163 Training time for Neural Network: 0.6746249198913574 seconds Testing time for Neural Network: 0.0008001327514648438 seconds RMSE for Neural Network: 257.9901828855229 MAE for Neural Network: 198.5131322867723 Training time for Neural Network: 0.766639232635498 seconds Testing time for Neural Network: 0.0009348392486572266 seconds RMSE for Neural Network: 257.17285706631685 MAE for Neural Network: 197.44975977866432 Training time for Neural Network: 0.6053159236907959 seconds Testing time for Neural Network: 0.0013179779052734375 seconds RMSE for Neural Network: 256.13382593814515 MAE for Neural Network: 196.1017380290149 Training time for Neural Network: 0.7842419147491455 seconds Testing time for Neural Network: 0.0010139942169189453 seconds RMSE for Neural Network: 0.1453087429520139 MAE for Neural Network: 0.1164655093053571 Training time for Neural Network: 0.7000200748443604 seconds Testing time for Neural Network: 0.000804901123046875 seconds RMSE for Neural Network: 0.16731267396467348 MAE for Neural Network: 0.131478338153278 Training time for Neural Network: 0.7321441173553467 seconds Testing time for Neural Network: 0.0007097721099853516 seconds RMSE for Neural Network: 256.8749228425499 MAE for Neural Network: 197.06155183182221 Training time for Neural Network: 1.1573197841644287 seconds Testing time for Neural Network: 0.004977226257324219 seconds RMSE for Neural Network: 257.05029828904037 MAE for Neural Network: 197.29010384579522 Training time for Neural Network: 1.1196138858795166 seconds Testing time for Neural Network: 0.0016980171203613281 seconds RMSE for Neural Network: 0.4219000878317939 MAE for Neural Network: 0.3111864946480767 Training time for Neural Network: 1.0973010063171387 seconds Testing time for Neural Network: 0.0013828277587890625 seconds RMSE for Neural Network: 257.9660254954963 MAE for Neural Network: 198.4817360236025 Training time for Neural Network: 0.5921547412872314 seconds Testing time for Neural Network: 0.0009212493896484375 seconds RMSE for Neural Network: 257.9364011697073 MAE for Neural Network: 198.44323186589205 Training time for Neural Network: 0.5368139743804932 seconds Testing time for Neural Network: 0.0008618831634521484 seconds RMSE for Neural Network: 257.896043827435 MAE for Neural Network: 198.39077258492208 Training time for Neural Network: 0.5976929664611816 seconds Testing time for Neural Network: 0.00144195556640625 seconds RMSE for Neural Network: 0.26524355476971395 MAE for Neural Network: 0.2070278274140105 Training time for Neural Network: 0.5718331336975098 seconds Testing time for Neural Network: 0.0008139610290527344 seconds RMSE for Neural Network: 0.4349490801636635 MAE for Neural Network: 0.32850141195800575 Training time for Neural Network: 0.6111407279968262 seconds Testing time for Neural Network: 0.002515077590942383 seconds RMSE for Neural Network: 0.17148511655350507 MAE for Neural Network: 0.13651993329325407 Training time for Neural Network: 0.6681528091430664 seconds Testing time for Neural Network: 0.002955913543701172 seconds RMSE for Neural Network: 256.3526677233992 MAE for Neural Network: 196.38464005774387 Training time for Neural Network: 0.575707197189331 seconds Testing time for Neural Network: 0.003045797348022461 seconds RMSE for Neural Network: 0.18690892019990038 MAE for Neural Network: 0.1496230012037389 Training time for Neural Network: 0.6164431571960449 seconds Testing time for Neural Network: 0.0007419586181640625 seconds RMSE for Neural Network: 256.77121294353867 MAE for Neural Network: 196.92634415307694 Training time for Neural Network: 0.5827648639678955 seconds Testing time for Neural Network: 0.0014870166778564453 seconds RMSE for Neural Network: 256.2447812761292 MAE for Neural Network: 196.2451939471475 Training time for Neural Network: 0.535919189453125 seconds Testing time for Neural Network: 0.002669811248779297 seconds RMSE for Neural Network: 0.21045180572735228 MAE for Neural Network: 0.1466266796247199 Training time for Neural Network: 0.6264681816101074 seconds Testing time for Neural Network: 0.0011157989501953125 seconds RMSE for Neural Network: 256.14084495916825 MAE for Neural Network: 196.11081433202386 Training time for Neural Network: 0.6824278831481934 seconds Testing time for Neural Network: 0.0009338855743408203 seconds RMSE for Neural Network: 0.2509317652909422 MAE for Neural Network: 0.1893341194580681 Training time for Neural Network: 0.5471937656402588 seconds Testing time for Neural Network: 0.0007569789886474609 seconds RMSE for Neural Network: 257.04112108236933 MAE for Neural Network: 197.27814666678427 Training time for Neural Network: 0.6032919883728027 seconds Testing time for Neural Network: 0.0013780593872070312 seconds RMSE for Neural Network: 256.1468448841943 MAE for Neural Network: 196.11857270178515 Training time for Neural Network: 0.5433788299560547 seconds Testing time for Neural Network: 0.0011920928955078125 seconds RMSE for Neural Network: 0.7861223587235553 MAE for Neural Network: 0.572299142281604 Training time for Neural Network: 0.6510190963745117 seconds Testing time for Neural Network: 0.0014178752899169922 seconds RMSE for Neural Network: 256.07110118331025 MAE for Neural Network: 196.02062078642695 Training time for Neural Network: 0.6331319808959961 seconds Testing time for Neural Network: 0.0013530254364013672 seconds RMSE for Neural Network: 256.4594595032651 MAE for Neural Network: 196.5226305965468 Training time for Neural Network: 0.5915851593017578 seconds Testing time for Neural Network: 0.0008800029754638672 seconds RMSE for Neural Network: 0.20315978541358282 MAE for Neural Network: 0.15547436915052018 Training time for Neural Network: 0.4939749240875244 seconds Testing time for Neural Network: 0.0009491443634033203 seconds RMSE for Neural Network: 257.49270272528514 MAE for Neural Network: 197.86616987694504 Training time for Neural Network: 0.5646529197692871 seconds Testing time for Neural Network: 0.0015630722045898438 seconds RMSE for Neural Network: 0.26842516895324864 MAE for Neural Network: 0.21314916451731508 Training time for Neural Network: 0.6096529960632324 seconds Testing time for Neural Network: 0.002540111541748047 seconds RMSE for Neural Network: 256.18118420819656 MAE for Neural Network: 196.16297365090057 Training time for Neural Network: 0.5242030620574951 seconds Testing time for Neural Network: 0.0009021759033203125 seconds RMSE for Neural Network: 0.18835870465433202 MAE for Neural Network: 0.14840477069065283 Training time for Neural Network: 1.2283518314361572 seconds Testing time for Neural Network: 0.00096893310546875 seconds RMSE for Neural Network: 0.16583660366475508 MAE for Neural Network: 0.12647649605117123 Training time for Neural Network: 0.6335780620574951 seconds Testing time for Neural Network: 0.0009398460388183594 seconds RMSE for Neural Network: 257.72581089653147 MAE for Neural Network: 198.16942959819687 Training time for Neural Network: 1.1758232116699219 seconds Testing time for Neural Network: 0.0029549598693847656 seconds RMSE for Neural Network: 0.44259930595034835 MAE for Neural Network: 0.3292814144136033 Training time for Neural Network: 0.6049361228942871 seconds Testing time for Neural Network: 0.0007801055908203125 seconds RMSE for Neural Network: 258.4544598058412 MAE for Neural Network: 199.1161395229659 Training time for Neural Network: 0.6302170753479004 seconds Testing time for Neural Network: 0.0008890628814697266 seconds RMSE for Neural Network: 255.90039296485892 MAE for Neural Network: 195.80080419615803 Training time for Neural Network: 0.5947110652923584 seconds Testing time for Neural Network: 0.001416921615600586 seconds RMSE for Neural Network: 257.9781569671321 MAE for Neural Network: 198.49750299980676 Training time for Neural Network: 0.5958189964294434 seconds Testing time for Neural Network: 0.000701904296875 seconds RMSE for Neural Network: 0.5259079661745225 MAE for Neural Network: 0.4088899350634879 Training time for Neural Network: 0.48676514625549316 seconds Testing time for Neural Network: 0.0013539791107177734 seconds RMSE for Neural Network: 257.4025158525187 MAE for Neural Network: 197.7487911270412 Training time for Neural Network: 0.5731930732727051 seconds Testing time for Neural Network: 0.0008790493011474609 seconds RMSE for Neural Network: 0.2568240469008569 MAE for Neural Network: 0.20368363103143086 Training time for Neural Network: 0.5042390823364258 seconds Testing time for Neural Network: 0.0018618106842041016 seconds RMSE for Neural Network: 0.3931929548494513 MAE for Neural Network: 0.29445219684928176 Training time for Neural Network: 0.18553590774536133 seconds Testing time for Neural Network: 0.0012500286102294922 seconds RMSE for Neural Network: 0.7966629815191347 MAE for Neural Network: 0.6495493077738077 Training time for Neural Network: 0.7766208648681641 seconds Testing time for Neural Network: 0.0006608963012695312 seconds RMSE for Neural Network: 0.210306250042679 MAE for Neural Network: 0.16178194871401272 Training time for Neural Network: 0.7609059810638428 seconds Testing time for Neural Network: 0.0007989406585693359 seconds RMSE for Neural Network: 6.167965457862764 MAE for Neural Network: 5.111538613927476 Training time for Neural Network: 0.8670251369476318 seconds Testing time for Neural Network: 0.0013730525970458984 seconds RMSE for Neural Network: 0.12487212663264002 MAE for Neural Network: 0.08800514079224944 Training time for Neural Network: 0.7490911483764648 seconds Testing time for Neural Network: 0.0034949779510498047 seconds RMSE for Neural Network: 0.273319696334535 MAE for Neural Network: 0.2160762055780387 Training time for Neural Network: 1.0430550575256348 seconds Testing time for Neural Network: 0.0007319450378417969 seconds RMSE for Neural Network: 256.61299914132525 MAE for Neural Network: 196.7209554182917 Training time for Neural Network: 0.7185389995574951 seconds Testing time for Neural Network: 0.005759000778198242 seconds RMSE for Neural Network: 256.2747730799822 MAE for Neural Network: 196.28396330454473 Training time for Neural Network: 0.8337991237640381 seconds Testing time for Neural Network: 0.0009388923645019531 seconds RMSE for Neural Network: 0.4063230347734741 MAE for Neural Network: 0.31473425353958506 Training time for Neural Network: 0.8322200775146484 seconds Testing time for Neural Network: 0.0009400844573974609 seconds RMSE for Neural Network: 258.1296612274802 MAE for Neural Network: 198.694366378148 Training time for Neural Network: 0.7464280128479004 seconds Testing time for Neural Network: 0.0013151168823242188 seconds RMSE for Neural Network: 257.7512374014086 MAE for Neural Network: 198.20249647004277 Training time for Neural Network: 0.7374451160430908 seconds Testing time for Neural Network: 0.0006580352783203125 seconds RMSE for Neural Network: 0.2191834525988296 MAE for Neural Network: 0.15995566610692508 Training time for Neural Network: 0.6045911312103271 seconds Testing time for Neural Network: 0.0006117820739746094 seconds RMSE for Neural Network: 0.24340369851930682 MAE for Neural Network: 0.1928257131431302 Training time for Neural Network: 1.1773979663848877 seconds Testing time for Neural Network: 0.0007691383361816406 seconds RMSE for Neural Network: 255.97252327447887 MAE for Neural Network: 195.89310895258868 Training time for Neural Network: 1.0724480152130127 seconds Testing time for Neural Network: 0.003473997116088867 seconds RMSE for Neural Network: 258.44729613086713 MAE for Neural Network: 199.10684092304845 Training time for Neural Network: 1.1449029445648193 seconds Testing time for Neural Network: 0.0009169578552246094 seconds RMSE for Neural Network: 258.25197708394813 MAE for Neural Network: 198.8532446121211 Training time for Neural Network: 1.0638108253479004 seconds Testing time for Neural Network: 0.0034401416778564453 seconds RMSE for Neural Network: 0.4148163439469975 MAE for Neural Network: 0.3318953398133981 Training time for Neural Network: 1.2136387825012207 seconds Testing time for Neural Network: 0.0008900165557861328 seconds RMSE for Neural Network: 256.28316221088755 MAE for Neural Network: 196.29480706871422 Training time for Neural Network: 0.8948521614074707 seconds Testing time for Neural Network: 0.0017828941345214844 seconds RMSE for Neural Network: 256.4795452603014 MAE for Neural Network: 196.54857980559117 Training time for Neural Network: 0.8404850959777832 seconds Testing time for Neural Network: 0.0009710788726806641 seconds RMSE for Neural Network: 0.26222029878314046 MAE for Neural Network: 0.19429651308620768 Training time for Neural Network: 0.7948341369628906 seconds Testing time for Neural Network: 0.00146484375 seconds RMSE for Neural Network: 0.30920497952492626 MAE for Neural Network: 0.2530042921470161 Training time for Neural Network: 0.5769898891448975 seconds Testing time for Neural Network: 0.0013530254364013672 seconds RMSE for Neural Network: 0.29988465415449966 MAE for Neural Network: 0.24089426047415977 Training time for Neural Network: 0.6162750720977783 seconds Testing time for Neural Network: 0.0008208751678466797 seconds RMSE for Neural Network: 256.6833890448527 MAE for Neural Network: 196.81184914617154 Training time for Neural Network: 0.6801481246948242 seconds Testing time for Neural Network: 0.0008318424224853516 seconds RMSE for Neural Network: 0.20417125448177992 MAE for Neural Network: 0.144270675324081 Training time for Neural Network: 0.7495951652526855 seconds Testing time for Neural Network: 0.0006728172302246094 seconds RMSE for Neural Network: 256.63759471546814 MAE for Neural Network: 196.7527174067602 Training time for Neural Network: 0.5408241748809814 seconds Testing time for Neural Network: 0.0013339519500732422 seconds RMSE for Neural Network: 0.4372249447243359 MAE for Neural Network: 0.3502447628691905 Training time for Neural Network: 0.20332002639770508 seconds Testing time for Neural Network: 0.0015747547149658203 seconds RMSE for Neural Network: 257.4231904004691 MAE for Neural Network: 197.77570169501655 Training time for Neural Network: 0.6144330501556396 seconds Testing time for Neural Network: 0.0011749267578125 seconds RMSE for Neural Network: 0.18031049829660034 MAE for Neural Network: 0.13287222180708588 Training time for Neural Network: 0.6349170207977295 seconds Testing time for Neural Network: 0.0009987354278564453 seconds RMSE for Neural Network: 257.4103336422977 MAE for Neural Network: 197.75896715658436 Training time for Neural Network: 0.6095411777496338 seconds Testing time for Neural Network: 0.0009317398071289062 seconds RMSE for Neural Network: 257.0367069005326 MAE for Neural Network: 197.2723952287047 Training time for Neural Network: 0.6498172283172607 seconds Testing time for Neural Network: 0.0016109943389892578 seconds RMSE for Neural Network: 257.3766608844622 MAE for Neural Network: 197.71513546776185 Training time for Neural Network: 0.5794210433959961 seconds Testing time for Neural Network: 0.0012450218200683594 seconds RMSE for Neural Network: 0.151310546777161 MAE for Neural Network: 0.11045996123821246 Training time for Neural Network: 0.6107919216156006 seconds Testing time for Neural Network: 0.0008990764617919922 seconds RMSE for Neural Network: 0.2830884645305246 MAE for Neural Network: 0.2173713222145347 Training time for Neural Network: 0.5306577682495117 seconds Testing time for Neural Network: 0.0008301734924316406 seconds RMSE for Neural Network: 258.43209032311506 MAE for Neural Network: 199.08710288156465 Training time for Neural Network: 1.3718740940093994 seconds Testing time for Neural Network: 0.0009181499481201172 seconds RMSE for Neural Network: 258.00509149674394 MAE for Neural Network: 198.53250732120225 Training time for Neural Network: 0.6733570098876953 seconds Testing time for Neural Network: 0.0018777847290039062 seconds RMSE for Neural Network: 0.3230396146642706 MAE for Neural Network: 0.26113482142206335 Training time for Neural Network: 0.6164557933807373 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 257.20885028775984 MAE for Neural Network: 197.49663767100256 Training time for Neural Network: 1.0234310626983643 seconds Testing time for Neural Network: 0.0009620189666748047 seconds RMSE for Neural Network: 257.8042811680935 MAE for Neural Network: 198.2714720114758 Training time for Neural Network: 0.8134698867797852 seconds Testing time for Neural Network: 0.0009419918060302734 seconds RMSE for Neural Network: 257.7472211577201 MAE for Neural Network: 198.19727354211176 Training time for Neural Network: 0.7014195919036865 seconds Testing time for Neural Network: 0.0009043216705322266 seconds RMSE for Neural Network: 0.2683000216923801 MAE for Neural Network: 0.2179230833917952 Training time for Neural Network: 0.6226620674133301 seconds Testing time for Neural Network: 0.0018389225006103516 seconds RMSE for Neural Network: 258.32845990047235 MAE for Neural Network: 198.95256323945654 Training time for Neural Network: 0.6869280338287354 seconds Testing time for Neural Network: 0.0008652210235595703 seconds RMSE for Neural Network: 0.22607283303109213 MAE for Neural Network: 0.17976993795592647 Training time for Neural Network: 0.6965529918670654 seconds Testing time for Neural Network: 0.0029098987579345703 seconds RMSE for Neural Network: 0.20548967650973796 MAE for Neural Network: 0.17123406014006545 Training time for Neural Network: 0.7326028347015381 seconds Testing time for Neural Network: 0.0010170936584472656 seconds RMSE for Neural Network: 258.38664403355733 MAE for Neural Network: 199.02810615569922 Training time for Neural Network: 0.7224729061126709 seconds Testing time for Neural Network: 0.0008661746978759766 seconds RMSE for Neural Network: 0.1559558802286526 MAE for Neural Network: 0.1189310463330984 Training time for Neural Network: 0.6974689960479736 seconds Testing time for Neural Network: 0.001543283462524414 seconds RMSE for Neural Network: 258.04087545313337 MAE for Neural Network: 198.57900853216958 Training time for Neural Network: 0.6153039932250977 seconds Testing time for Neural Network: 0.0008420944213867188 seconds RMSE for Neural Network: 257.70314756379776 MAE for Neural Network: 198.13995429818922 Training time for Neural Network: 0.5965068340301514 seconds Testing time for Neural Network: 0.0013360977172851562 seconds RMSE for Neural Network: 15.323957525723825 MAE for Neural Network: 11.817220780261088 Training time for Neural Network: 0.6514370441436768 seconds Testing time for Neural Network: 0.0009710788726806641 seconds RMSE for Neural Network: 0.2310719029165496 MAE for Neural Network: 0.18131285587266366 Training time for Neural Network: 0.6758332252502441 seconds Testing time for Neural Network: 0.0013849735260009766 seconds RMSE for Neural Network: 256.5965273258303 MAE for Neural Network: 196.69968301447648 Training time for Neural Network: 0.6731672286987305 seconds Testing time for Neural Network: 0.0017108917236328125 seconds RMSE for Neural Network: 0.22544952331269053 MAE for Neural Network: 0.1847343618318922 Training time for Neural Network: 0.6615941524505615 seconds Testing time for Neural Network: 0.0008549690246582031 seconds RMSE for Neural Network: 256.3652663318085 MAE for Neural Network: 196.4009213996592 Training time for Neural Network: 0.573901891708374 seconds Testing time for Neural Network: 0.0013170242309570312 seconds RMSE for Neural Network: 0.2749130617943427 MAE for Neural Network: 0.21328469503277403 Training time for Neural Network: 0.6664118766784668 seconds Testing time for Neural Network: 0.0006699562072753906 seconds RMSE for Neural Network: 0.3469378547363735 MAE for Neural Network: 0.2616049511203483 Training time for Neural Network: 0.6789963245391846 seconds Testing time for Neural Network: 0.0026030540466308594 seconds RMSE for Neural Network: 255.8673050982629 MAE for Neural Network: 195.7597182067819 Training time for Neural Network: 0.6879370212554932 seconds Testing time for Neural Network: 0.0016849040985107422 seconds RMSE for Neural Network: 256.938624038965 MAE for Neural Network: 197.14458082340636 Training time for Neural Network: 1.231398105621338 seconds Testing time for Neural Network: 0.002526998519897461 seconds RMSE for Neural Network: 0.320831881131167 MAE for Neural Network: 0.25941670059966754 Training time for Neural Network: 0.6229503154754639 seconds Testing time for Neural Network: 0.0014448165893554688 seconds RMSE for Neural Network: 0.2793189192720853 MAE for Neural Network: 0.20716516885917513 Training time for Neural Network: 0.7124643325805664 seconds Testing time for Neural Network: 0.004778861999511719 seconds RMSE for Neural Network: 0.39840640845011777 MAE for Neural Network: 0.3276665859990105 Training time for Neural Network: 0.9780678749084473 seconds Testing time for Neural Network: 0.0030379295349121094 seconds RMSE for Neural Network: 0.27678427909753656 MAE for Neural Network: 0.21909733863328068 Training time for Neural Network: 0.7048840522766113 seconds Testing time for Neural Network: 0.0007207393646240234 seconds RMSE for Neural Network: 257.940286278779 MAE for Neural Network: 198.44828170225728 Training time for Neural Network: 0.5880262851715088 seconds Testing time for Neural Network: 0.0009720325469970703 seconds RMSE for Neural Network: 0.3287127815709869 MAE for Neural Network: 0.24417427447477866 Training time for Neural Network: 0.5852220058441162 seconds Testing time for Neural Network: 0.0008459091186523438 seconds RMSE for Neural Network: 257.40307447922066 MAE for Neural Network: 197.74951827085505 Training time for Neural Network: 0.5030210018157959 seconds Testing time for Neural Network: 0.0008289813995361328 seconds RMSE for Neural Network: 0.28950557487133016 MAE for Neural Network: 0.24100362942454504 Training time for Neural Network: 0.6474809646606445 seconds Testing time for Neural Network: 0.0010221004486083984 seconds RMSE for Neural Network: 256.1528148098239 MAE for Neural Network: 196.12629215265864 Training time for Neural Network: 0.6201891899108887 seconds Testing time for Neural Network: 0.0009739398956298828 seconds RMSE for Neural Network: 0.28021930870491035 MAE for Neural Network: 0.22675393133680646 Training time for Neural Network: 0.46446895599365234 seconds Testing time for Neural Network: 0.0026040077209472656 seconds RMSE for Neural Network: 257.61752735057775 MAE for Neural Network: 198.0285828440573 Training time for Neural Network: 0.5050740242004395 seconds Testing time for Neural Network: 0.0010111331939697266 seconds RMSE for Neural Network: 0.25095587097413813 MAE for Neural Network: 0.18998055398071031 Training time for Neural Network: 0.6027829647064209 seconds Testing time for Neural Network: 0.0009109973907470703 seconds RMSE for Neural Network: 257.99604093221325 MAE for Neural Network: 198.5207454189518 Training time for Neural Network: 0.6356737613677979 seconds Testing time for Neural Network: 0.0008921623229980469 seconds RMSE for Neural Network: 258.41673348457334 MAE for Neural Network: 199.06716798567518 Training time for Neural Network: 0.567018985748291 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 0.1813731197270999 MAE for Neural Network: 0.1401128768593023 Training time for Neural Network: 0.3588600158691406 seconds Testing time for Neural Network: 0.0008001327514648438 seconds RMSE for Neural Network: 257.91184634414697 MAE for Neural Network: 198.41131446983275 Training time for Neural Network: 0.5687217712402344 seconds Testing time for Neural Network: 0.0006451606750488281 seconds RMSE for Neural Network: 0.17763273402974808 MAE for Neural Network: 0.13299971614279602 Training time for Neural Network: 0.6068470478057861 seconds Testing time for Neural Network: 0.0009002685546875 seconds RMSE for Neural Network: 0.2506360571231396 MAE for Neural Network: 0.19886330658331894 Training time for Neural Network: 0.6441810131072998 seconds Testing time for Neural Network: 0.0009610652923583984 seconds RMSE for Neural Network: 0.22205349948450157 MAE for Neural Network: 0.17356966565298917 Training time for Neural Network: 0.578322172164917 seconds Testing time for Neural Network: 0.0013580322265625 seconds RMSE for Neural Network: 257.83052183228375 MAE for Neural Network: 198.3055904741663 Training time for Neural Network: 0.6002459526062012 seconds Testing time for Neural Network: 0.0008671283721923828 seconds RMSE for Neural Network: 0.12806458624517972 MAE for Neural Network: 0.09727434770943028 Training time for Neural Network: 0.6491701602935791 seconds Testing time for Neural Network: 0.0012958049774169922 seconds RMSE for Neural Network: 256.57309941451535 MAE for Neural Network: 196.66942556147183 Training time for Neural Network: 1.199903964996338 seconds Testing time for Neural Network: 0.0026853084564208984 seconds RMSE for Neural Network: 258.20969004026296 MAE for Neural Network: 198.7983230706151 Training time for Neural Network: 0.1796400547027588 seconds Testing time for Neural Network: 0.000621795654296875 seconds RMSE for Neural Network: 256.17479304253806 MAE for Neural Network: 196.1547101540462 Training time for Neural Network: 1.0460319519042969 seconds Testing time for Neural Network: 0.0027008056640625 seconds RMSE for Neural Network: 256.1366953737183 MAE for Neural Network: 196.1054485202065 Training time for Neural Network: 1.3451881408691406 seconds Testing time for Neural Network: 0.0008509159088134766 seconds RMSE for Neural Network: 256.6657431711267 MAE for Neural Network: 196.7890648603642 Training time for Neural Network: 0.7204949855804443 seconds Testing time for Neural Network: 0.006098031997680664 seconds RMSE for Neural Network: 256.8418494616135 MAE for Neural Network: 197.01843786778463 Training time for Neural Network: 0.6268842220306396 seconds Testing time for Neural Network: 0.00403285026550293 seconds RMSE for Neural Network: 257.51949721186645 MAE for Neural Network: 197.901037564871 Training time for Neural Network: 0.6630401611328125 seconds Testing time for Neural Network: 0.001943826675415039 seconds RMSE for Neural Network: 257.94983545914346 MAE for Neural Network: 198.46069343423952 Training time for Neural Network: 0.7895967960357666 seconds Testing time for Neural Network: 0.0022101402282714844 seconds RMSE for Neural Network: 257.53787759912456 MAE for Neural Network: 197.92495452383378 Training time for Neural Network: 0.6406641006469727 seconds Testing time for Neural Network: 0.0006368160247802734 seconds RMSE for Neural Network: 0.24710305229842747 MAE for Neural Network: 0.18462192616767742 Training time for Neural Network: 0.7287049293518066 seconds Testing time for Neural Network: 0.002395153045654297 seconds RMSE for Neural Network: 257.33416323370244 MAE for Neural Network: 197.65981076635134 Training time for Neural Network: 0.7086241245269775 seconds Testing time for Neural Network: 0.0014848709106445312 seconds RMSE for Neural Network: 0.26702351941779745 MAE for Neural Network: 0.2190455008967918 Training time for Neural Network: 0.603740930557251 seconds Testing time for Neural Network: 0.0006263256072998047 seconds RMSE for Neural Network: 257.24017926376905 MAE for Neural Network: 197.53743709144362 Training time for Neural Network: 0.7507178783416748 seconds Testing time for Neural Network: 0.0008080005645751953 seconds RMSE for Neural Network: 258.2301520899271 MAE for Neural Network: 198.82489953068477 Training time for Neural Network: 0.6501953601837158 seconds Testing time for Neural Network: 0.0008907318115234375 seconds RMSE for Neural Network: 0.23707145313710654 MAE for Neural Network: 0.18115315836196974 Training time for Neural Network: 0.6848409175872803 seconds Testing time for Neural Network: 0.0020143985748291016 seconds RMSE for Neural Network: 257.548042878191 MAE for Neural Network: 197.93818129756198 Training time for Neural Network: 0.7488210201263428 seconds Testing time for Neural Network: 0.0007801055908203125 seconds RMSE for Neural Network: 0.20584296472109545 MAE for Neural Network: 0.16621944792599927 Training time for Neural Network: 0.681182861328125 seconds Testing time for Neural Network: 0.003973960876464844 seconds RMSE for Neural Network: 0.3514813149279791 MAE for Neural Network: 0.280815215434526 Training time for Neural Network: 0.6849761009216309 seconds Testing time for Neural Network: 0.0018420219421386719 seconds RMSE for Neural Network: 0.23346523600371716 MAE for Neural Network: 0.18086832737199998 Training time for Neural Network: 0.6858160495758057 seconds Testing time for Neural Network: 0.0015377998352050781 seconds RMSE for Neural Network: 256.0783346670087 MAE for Neural Network: 196.02997602686958 Training time for Neural Network: 0.6666288375854492 seconds Testing time for Neural Network: 0.0007722377777099609 seconds RMSE for Neural Network: 0.221459948566527 MAE for Neural Network: 0.16803282652128698 Training time for Neural Network: 0.7340250015258789 seconds Testing time for Neural Network: 0.0007431507110595703 seconds RMSE for Neural Network: 257.8354988276864 MAE for Neural Network: 198.31206135967088 Training time for Neural Network: 0.6262569427490234 seconds Testing time for Neural Network: 0.0006961822509765625 seconds RMSE for Neural Network: 258.22508346592 MAE for Neural Network: 198.8183164499221 Training time for Neural Network: 0.7762718200683594 seconds Testing time for Neural Network: 0.006128072738647461 seconds RMSE for Neural Network: 0.21851853020837053 MAE for Neural Network: 0.1568174189000043 Training time for Neural Network: 1.087190866470337 seconds Testing time for Neural Network: 0.0016252994537353516 seconds RMSE for Neural Network: 255.9645033194959 MAE for Neural Network: 195.88273350656033 Training time for Neural Network: 1.545731782913208 seconds Testing time for Neural Network: 0.0008597373962402344 seconds RMSE for Neural Network: 0.3103831891924001 MAE for Neural Network: 0.24217814039757252 Training time for Neural Network: 0.7569620609283447 seconds Testing time for Neural Network: 0.0010018348693847656 seconds RMSE for Neural Network: 0.2339153508431169 MAE for Neural Network: 0.17016796116288113 Training time for Neural Network: 0.4660980701446533 seconds Testing time for Neural Network: 0.000888824462890625 seconds RMSE for Neural Network: 257.39638592850105 MAE for Neural Network: 197.74081195861888 Training time for Neural Network: 0.5977892875671387 seconds Testing time for Neural Network: 0.0006771087646484375 seconds RMSE for Neural Network: 256.93342217342075 MAE for Neural Network: 197.13780118167406 Training time for Neural Network: 0.6726329326629639 seconds Testing time for Neural Network: 0.0031490325927734375 seconds RMSE for Neural Network: 256.6873787951557 MAE for Neural Network: 196.81702075208784 Training time for Neural Network: 0.380856990814209 seconds Testing time for Neural Network: 0.0013439655303955078 seconds RMSE for Neural Network: 0.2628144783347969 MAE for Neural Network: 0.21147825287011535 Training time for Neural Network: 0.6568930149078369 seconds Testing time for Neural Network: 0.0009679794311523438 seconds RMSE for Neural Network: 257.9009885184283 MAE for Neural Network: 198.3972003426018 Training time for Neural Network: 0.1773209571838379 seconds Testing time for Neural Network: 0.00048828125 seconds RMSE for Neural Network: 0.19246184010227138 MAE for Neural Network: 0.1506241074250283 Training time for Neural Network: 0.6503400802612305 seconds Testing time for Neural Network: 0.001348733901977539 seconds RMSE for Neural Network: 257.3842867143424 MAE for Neural Network: 197.7250623275937 Training time for Neural Network: 0.6286840438842773 seconds Testing time for Neural Network: 0.0007009506225585938 seconds RMSE for Neural Network: 0.18791192727769782 MAE for Neural Network: 0.14434794962497194 Training time for Neural Network: 0.5816371440887451 seconds Testing time for Neural Network: 0.001374959945678711 seconds RMSE for Neural Network: 0.33472043430622617 MAE for Neural Network: 0.2620590032534552 Training time for Neural Network: 0.6260550022125244 seconds Testing time for Neural Network: 0.0008771419525146484 seconds RMSE for Neural Network: 0.13790354993269718 MAE for Neural Network: 0.1080007885786296 Training time for Neural Network: 0.6036112308502197 seconds Testing time for Neural Network: 0.0008900165557861328 seconds RMSE for Neural Network: 257.71745237655165 MAE for Neural Network: 198.15855894828303 Training time for Neural Network: 0.6288793087005615 seconds Testing time for Neural Network: 0.0014939308166503906 seconds RMSE for Neural Network: 0.2790224501635877 MAE for Neural Network: 0.22253545606472094 Training time for Neural Network: 0.49358487129211426 seconds Testing time for Neural Network: 0.0007851123809814453 seconds RMSE for Neural Network: 257.34337035317515 MAE for Neural Network: 197.67179740603228 Training time for Neural Network: 0.6961171627044678 seconds Testing time for Neural Network: 0.00095367431640625 seconds RMSE for Neural Network: 0.18641765907992489 MAE for Neural Network: 0.13962844445958775 Training time for Neural Network: 0.5545680522918701 seconds Testing time for Neural Network: 0.0013289451599121094 seconds RMSE for Neural Network: 257.57551098626925 MAE for Neural Network: 197.97392021384456 Training time for Neural Network: 0.654472827911377 seconds Testing time for Neural Network: 0.0015370845794677734 seconds RMSE for Neural Network: 257.0297795379192 MAE for Neural Network: 197.26336911426642 Training time for Neural Network: 0.6255297660827637 seconds Testing time for Neural Network: 0.0011703968048095703 seconds RMSE for Neural Network: 257.9230764415437 MAE for Neural Network: 198.42591208325183 Training time for Neural Network: 1.2244040966033936 seconds Testing time for Neural Network: 0.0017600059509277344 seconds RMSE for Neural Network: 258.06139133513494 MAE for Neural Network: 198.60566689504518 Training time for Neural Network: 0.9235470294952393 seconds Testing time for Neural Network: 0.0009670257568359375 seconds RMSE for Neural Network: 258.20948555781877 MAE for Neural Network: 198.79805747801808 Training time for Neural Network: 0.7298240661621094 seconds Testing time for Neural Network: 0.0008592605590820312 seconds RMSE for Neural Network: 256.89838993133907 MAE for Neural Network: 197.09214082330718 Training time for Neural Network: 1.103855848312378 seconds Testing time for Neural Network: 0.0012311935424804688 seconds RMSE for Neural Network: 0.16847295142006502 MAE for Neural Network: 0.1288971097725566 Training time for Neural Network: 1.1261858940124512 seconds Testing time for Neural Network: 0.0013539791107177734 seconds RMSE for Neural Network: 257.6194930891943 MAE for Neural Network: 198.0311400879504 Training time for Neural Network: 0.6121959686279297 seconds Testing time for Neural Network: 0.0007979869842529297 seconds RMSE for Neural Network: 258.40653709459554 MAE for Neural Network: 199.05393148144697 Training time for Neural Network: 0.6759209632873535 seconds Testing time for Neural Network: 0.0007770061492919922 seconds RMSE for Neural Network: 0.5648439474376785 MAE for Neural Network: 0.45476629034183047 Training time for Neural Network: 0.745640754699707 seconds Testing time for Neural Network: 0.0029358863830566406 seconds RMSE for Neural Network: 0.29407955521975493 MAE for Neural Network: 0.23030624950165224 Training time for Neural Network: 0.6758136749267578 seconds Testing time for Neural Network: 0.0019981861114501953 seconds RMSE for Neural Network: 257.2062227813522 MAE for Neural Network: 197.49321573778326 Training time for Neural Network: 0.7232081890106201 seconds Testing time for Neural Network: 0.0006568431854248047 seconds RMSE for Neural Network: 0.18889425126311088 MAE for Neural Network: 0.14667926248243496 Training time for Neural Network: 0.3957691192626953 seconds Testing time for Neural Network: 0.0008080005645751953 seconds RMSE for Neural Network: 0.39791453073452454 MAE for Neural Network: 0.32188362579955393 Training time for Neural Network: 0.7674329280853271 seconds Testing time for Neural Network: 0.0013949871063232422 seconds RMSE for Neural Network: 0.17669068111514463 MAE for Neural Network: 0.1382330489808836 Training time for Neural Network: 0.7208242416381836 seconds Testing time for Neural Network: 0.0020978450775146484 seconds RMSE for Neural Network: 258.19296507756894 MAE for Neural Network: 198.77659932835846 Training time for Neural Network: 0.7095918655395508 seconds Testing time for Neural Network: 0.0008580684661865234 seconds RMSE for Neural Network: 0.21871549401091192 MAE for Neural Network: 0.17711625002534384 Training time for Neural Network: 0.5998010635375977 seconds Testing time for Neural Network: 0.000843048095703125 seconds RMSE for Neural Network: 258.1612931767359 MAE for Neural Network: 198.7354586370651 Training time for Neural Network: 0.76767897605896 seconds Testing time for Neural Network: 0.001886129379272461 seconds RMSE for Neural Network: 256.6849332235976 MAE for Neural Network: 196.81384293171357 Training time for Neural Network: 0.5928089618682861 seconds Testing time for Neural Network: 0.0007700920104980469 seconds RMSE for Neural Network: 0.4555393803188817 MAE for Neural Network: 0.34475659595945096 Training time for Neural Network: 0.774838924407959 seconds Testing time for Neural Network: 0.0015628337860107422 seconds RMSE for Neural Network: 256.66592657891 MAE for Neural Network: 196.78930168145217 Training time for Neural Network: 0.9367551803588867 seconds Testing time for Neural Network: 0.0019567012786865234 seconds RMSE for Neural Network: 256.1652394901179 MAE for Neural Network: 196.1423575585315 Training time for Neural Network: 0.6232709884643555 seconds Testing time for Neural Network: 0.0013148784637451172 seconds RMSE for Neural Network: 0.21379878503756994 MAE for Neural Network: 0.16692389504241778 Training time for Neural Network: 0.6059811115264893 seconds Testing time for Neural Network: 0.0014348030090332031 seconds RMSE for Neural Network: 0.1814627899387327 MAE for Neural Network: 0.14572258421017847 Training time for Neural Network: 0.6595690250396729 seconds Testing time for Neural Network: 0.0009140968322753906 seconds RMSE for Neural Network: 256.42758650901214 MAE for Neural Network: 196.4814502766519 Training time for Neural Network: 0.6920320987701416 seconds Testing time for Neural Network: 0.0014259815216064453 seconds RMSE for Neural Network: 0.4571541719436713 MAE for Neural Network: 0.364980886728426 Training time for Neural Network: 0.5619189739227295 seconds Testing time for Neural Network: 0.0008828639984130859 seconds RMSE for Neural Network: 256.2721959437523 MAE for Neural Network: 196.28063205614632 Training time for Neural Network: 0.5543992519378662 seconds Testing time for Neural Network: 0.001062154769897461 seconds RMSE for Neural Network: 255.92176201071356 MAE for Neural Network: 195.82743503299633 Training time for Neural Network: 0.6392569541931152 seconds Testing time for Neural Network: 0.0016779899597167969 seconds RMSE for Neural Network: 256.73567041487365 MAE for Neural Network: 196.87999819274336 Training time for Neural Network: 0.6508879661560059 seconds Testing time for Neural Network: 0.0008680820465087891 seconds RMSE for Neural Network: 258.4200149978996 MAE for Neural Network: 199.07142782557884 Training time for Neural Network: 1.1662566661834717 seconds Testing time for Neural Network: 0.0008101463317871094 seconds RMSE for Neural Network: 0.24623909899774532 MAE for Neural Network: 0.1887810126279378 Training time for Neural Network: 0.6502888202667236 seconds Testing time for Neural Network: 0.0009329319000244141 seconds RMSE for Neural Network: 257.6469168743465 MAE for Neural Network: 198.06681448404328 Training time for Neural Network: 0.6253080368041992 seconds Testing time for Neural Network: 0.0015459060668945312 seconds RMSE for Neural Network: 0.20274165567430513 MAE for Neural Network: 0.15810033369717336 Training time for Neural Network: 0.5995347499847412 seconds Testing time for Neural Network: 0.002759218215942383 seconds RMSE for Neural Network: 0.23883058281556896 MAE for Neural Network: 0.17365849393385374 Training time for Neural Network: 0.5915000438690186 seconds Testing time for Neural Network: 0.0009219646453857422 seconds RMSE for Neural Network: 256.2993988824028 MAE for Neural Network: 196.31579382863166 Training time for Neural Network: 0.1909799575805664 seconds Testing time for Neural Network: 0.0005471706390380859 seconds RMSE for Neural Network: 0.21988319384925537 MAE for Neural Network: 0.16565863035343553 Training time for Neural Network: 0.6064751148223877 seconds Testing time for Neural Network: 0.0019860267639160156 seconds RMSE for Neural Network: 10.59917791895928 MAE for Neural Network: 8.60973270723981 Training time for Neural Network: 0.6212291717529297 seconds Testing time for Neural Network: 0.0025818347930908203 seconds RMSE for Neural Network: 257.43833597440204 MAE for Neural Network: 197.79541464419518 Training time for Neural Network: 0.7025210857391357 seconds Testing time for Neural Network: 0.0009570121765136719 seconds RMSE for Neural Network: 0.16663297844569913 MAE for Neural Network: 0.13147669274947862 Training time for Neural Network: 0.5723302364349365 seconds Testing time for Neural Network: 0.0012581348419189453 seconds RMSE for Neural Network: 257.6222393724014 MAE for Neural Network: 198.03471272544846 Training time for Neural Network: 0.5258362293243408 seconds Testing time for Neural Network: 0.0008208751678466797 seconds RMSE for Neural Network: 256.85806831797527 MAE for Neural Network: 197.03958101113002 Training time for Neural Network: 0.6429240703582764 seconds Testing time for Neural Network: 0.001394033432006836 seconds RMSE for Neural Network: 256.18987824317827 MAE for Neural Network: 196.1742144232391 Training time for Neural Network: 0.5555870532989502 seconds Testing time for Neural Network: 0.0007450580596923828 seconds RMSE for Neural Network: 257.1994795416846 MAE for Neural Network: 197.48443356759392 Training time for Neural Network: 0.5984880924224854 seconds Testing time for Neural Network: 0.001399993896484375 seconds RMSE for Neural Network: 257.32161553769174 MAE for Neural Network: 197.64347458979674 Training time for Neural Network: 0.6220479011535645 seconds Testing time for Neural Network: 0.0009419918060302734 seconds RMSE for Neural Network: 257.4658675523289 MAE for Neural Network: 197.83124672172835 Training time for Neural Network: 0.6348550319671631 seconds Testing time for Neural Network: 0.0009109973907470703 seconds RMSE for Neural Network: 0.40220151159288714 MAE for Neural Network: 0.3233044358483898 Training time for Neural Network: 1.102543830871582 seconds Testing time for Neural Network: 0.0019910335540771484 seconds RMSE for Neural Network: 0.13977707947373416 MAE for Neural Network: 0.11008321370239013 Training time for Neural Network: 0.5762639045715332 seconds Testing time for Neural Network: 0.002135038375854492 seconds RMSE for Neural Network: 257.5766658915029 MAE for Neural Network: 197.9754228099613 Training time for Neural Network: 0.5120513439178467 seconds Testing time for Neural Network: 0.0008409023284912109 seconds RMSE for Neural Network: 256.22977856696315 MAE for Neural Network: 196.22579926856918 Training time for Neural Network: 0.6337699890136719 seconds Testing time for Neural Network: 0.0006928443908691406 seconds RMSE for Neural Network: 256.81633020822744 MAE for Neural Network: 196.98516869709078 Training time for Neural Network: 0.5954210758209229 seconds Testing time for Neural Network: 0.0008962154388427734 seconds RMSE for Neural Network: 257.67885182054437 MAE for Neural Network: 198.10835393933814 Training time for Neural Network: 0.6468749046325684 seconds Testing time for Neural Network: 0.0008590221405029297 seconds RMSE for Neural Network: 256.6091234998831 MAE for Neural Network: 196.71595033612581 Training time for Neural Network: 0.6395649909973145 seconds Testing time for Neural Network: 0.0006909370422363281 seconds RMSE for Neural Network: 257.389860951518 MAE for Neural Network: 197.73231841467341 Training time for Neural Network: 0.60123610496521 seconds Testing time for Neural Network: 0.0009100437164306641 seconds RMSE for Neural Network: 258.4572875768596 MAE for Neural Network: 199.1198099802918 Training time for Neural Network: 0.5903496742248535 seconds Testing time for Neural Network: 0.0012362003326416016 seconds RMSE for Neural Network: 257.09683640017585 MAE for Neural Network: 197.35073476422326 Training time for Neural Network: 1.1305601596832275 seconds Testing time for Neural Network: 0.008633852005004883 seconds RMSE for Neural Network: 256.62823885723054 MAE for Neural Network: 196.74063578304091 Training time for Neural Network: 0.817147970199585 seconds Testing time for Neural Network: 0.004652738571166992 seconds RMSE for Neural Network: 0.6641535767453755 MAE for Neural Network: 0.5239644134927427 Training time for Neural Network: 0.6644349098205566 seconds Testing time for Neural Network: 0.0009279251098632812 seconds RMSE for Neural Network: 0.1714586560208453 MAE for Neural Network: 0.13936148761996453 Training time for Neural Network: 0.7955493927001953 seconds Testing time for Neural Network: 0.0013077259063720703 seconds RMSE for Neural Network: 0.12599709094782066 MAE for Neural Network: 0.09802866767317293 Training time for Neural Network: 0.722379207611084 seconds Testing time for Neural Network: 0.0011539459228515625 seconds RMSE for Neural Network: 258.302818059886 MAE for Neural Network: 198.91926765066924 Training time for Neural Network: 0.737368106842041 seconds Testing time for Neural Network: 0.0014390945434570312 seconds RMSE for Neural Network: 258.45588713778614 MAE for Neural Network: 199.11799220858978 Training time for Neural Network: 0.6394689083099365 seconds Testing time for Neural Network: 0.0038137435913085938 seconds RMSE for Neural Network: 256.57334102842617 MAE for Neural Network: 196.6697376188852 Training time for Neural Network: 0.6760530471801758 seconds Testing time for Neural Network: 0.002396821975708008 seconds RMSE for Neural Network: 256.0699298774462 MAE for Neural Network: 196.01910589048944 Training time for Neural Network: 0.7043230533599854 seconds Testing time for Neural Network: 0.0013568401336669922 seconds RMSE for Neural Network: 257.92483482372603 MAE for Neural Network: 198.42819770346745 Training time for Neural Network: 0.6747598648071289 seconds Testing time for Neural Network: 0.00086212158203125 seconds RMSE for Neural Network: 0.25911952363708624 MAE for Neural Network: 0.20510506036842982 Training time for Neural Network: 0.8185391426086426 seconds Testing time for Neural Network: 0.007347822189331055 seconds RMSE for Neural Network: 258.0496325371866 MAE for Neural Network: 198.59038767668747 Training time for Neural Network: 0.8111400604248047 seconds Testing time for Neural Network: 0.0007240772247314453 seconds RMSE for Neural Network: 0.2288494282345382 MAE for Neural Network: 0.17166596242424312 Training time for Neural Network: 0.6311709880828857 seconds Testing time for Neural Network: 0.0006809234619140625 seconds RMSE for Neural Network: 0.24067797069707422 MAE for Neural Network: 0.17558915886013943 Training time for Neural Network: 0.583118200302124 seconds Testing time for Neural Network: 0.0009200572967529297 seconds RMSE for Neural Network: 256.2358782178159 MAE for Neural Network: 196.23368465884107 Training time for Neural Network: 0.6587131023406982 seconds Testing time for Neural Network: 0.003305196762084961 seconds RMSE for Neural Network: 0.15793982886775385 MAE for Neural Network: 0.12451083193559341 Training time for Neural Network: 0.7070860862731934 seconds Testing time for Neural Network: 0.0008728504180908203 seconds RMSE for Neural Network: 0.24197037348444747 MAE for Neural Network: 0.18475978988687253 Training time for Neural Network: 0.650723934173584 seconds Testing time for Neural Network: 0.001983165740966797 seconds RMSE for Neural Network: 257.5607057454274 MAE for Neural Network: 197.95465735638209 Training time for Neural Network: 0.5396101474761963 seconds Testing time for Neural Network: 0.0009019374847412109 seconds RMSE for Neural Network: 257.0877616328307 MAE for Neural Network: 197.33891254990522 Training time for Neural Network: 0.5102248191833496 seconds Testing time for Neural Network: 0.0008261203765869141 seconds RMSE for Neural Network: 0.18649041758055457 MAE for Neural Network: 0.1460299092956195 Training time for Neural Network: 0.5861167907714844 seconds Testing time for Neural Network: 0.0010051727294921875 seconds RMSE for Neural Network: 257.3725576758483 MAE for Neural Network: 197.70979406596905 Training time for Neural Network: 0.6360766887664795 seconds Testing time for Neural Network: 0.0007910728454589844 seconds RMSE for Neural Network: 258.4239784947716 MAE for Neural Network: 199.0765729212409 Training time for Neural Network: 0.5626177787780762 seconds Testing time for Neural Network: 0.00096893310546875 seconds RMSE for Neural Network: 0.22118216766511986 MAE for Neural Network: 0.1789088768922192 Training time for Neural Network: 0.6446750164031982 seconds Testing time for Neural Network: 0.0006351470947265625 seconds RMSE for Neural Network: 257.5769704990173 MAE for Neural Network: 197.9758191205473 Training time for Neural Network: 0.5676820278167725 seconds Testing time for Neural Network: 0.0014247894287109375 seconds RMSE for Neural Network: 257.8308875167933 MAE for Neural Network: 198.30606592511825 Training time for Neural Network: 1.148029088973999 seconds Testing time for Neural Network: 0.0050487518310546875 seconds RMSE for Neural Network: 0.20003881833102602 MAE for Neural Network: 0.15311698464717305 Training time for Neural Network: 0.5283257961273193 seconds Testing time for Neural Network: 0.0013260841369628906 seconds RMSE for Neural Network: 0.22953056973574304 MAE for Neural Network: 0.17057871766709692 Training time for Neural Network: 0.9034891128540039 seconds Testing time for Neural Network: 0.0014810562133789062 seconds RMSE for Neural Network: 257.4350386859956 MAE for Neural Network: 197.7911230775033 Training time for Neural Network: 0.6511399745941162 seconds Testing time for Neural Network: 0.0014300346374511719 seconds RMSE for Neural Network: 258.28558024781427 MAE for Neural Network: 198.89688330627533 Training time for Neural Network: 0.658649206161499 seconds Testing time for Neural Network: 0.0008690357208251953 seconds RMSE for Neural Network: 0.19284851812413736 MAE for Neural Network: 0.14486677694073177 Training time for Neural Network: 0.557837963104248 seconds Testing time for Neural Network: 0.002312898635864258 seconds RMSE for Neural Network: 256.1526641793534 MAE for Neural Network: 196.12609738051833 Training time for Neural Network: 0.5036590099334717 seconds Testing time for Neural Network: 0.0008070468902587891 seconds RMSE for Neural Network: 257.2513009591626 MAE for Neural Network: 197.55191993544798 Training time for Neural Network: 0.16907787322998047 seconds Testing time for Neural Network: 0.0015187263488769531 seconds RMSE for Neural Network: 257.33778208037535 MAE for Neural Network: 197.66452213547768 Training time for Neural Network: 0.6010129451751709 seconds Testing time for Neural Network: 0.0008819103240966797 seconds RMSE for Neural Network: 257.4838397011259 MAE for Neural Network: 197.85463586238023 Training time for Neural Network: 0.6019527912139893 seconds Testing time for Neural Network: 0.0012259483337402344 seconds RMSE for Neural Network: 256.0320915980565 MAE for Neural Network: 195.97016552079145 Training time for Neural Network: 0.6232399940490723 seconds Testing time for Neural Network: 0.003425121307373047 seconds RMSE for Neural Network: 258.0306842586426 MAE for Neural Network: 198.5657655387336 Training time for Neural Network: 0.6662359237670898 seconds Testing time for Neural Network: 0.0008449554443359375 seconds RMSE for Neural Network: 258.20608599682066 MAE for Neural Network: 198.79364192749617 Training time for Neural Network: 1.241393804550171 seconds Testing time for Neural Network: 0.002279043197631836 seconds RMSE for Neural Network: 255.8855157884216 MAE for Neural Network: 195.7823313187268 Training time for Neural Network: 0.988731861114502 seconds Testing time for Neural Network: 0.0006420612335205078 seconds RMSE for Neural Network: 0.2690294648759325 MAE for Neural Network: 0.2125195530679563 Training time for Neural Network: 0.7658390998840332 seconds Testing time for Neural Network: 0.0009300708770751953 seconds RMSE for Neural Network: 255.8723944755205 MAE for Neural Network: 195.76603805229178 Training time for Neural Network: 0.563148021697998 seconds Testing time for Neural Network: 0.0009148120880126953 seconds RMSE for Neural Network: 0.3586935232206138 MAE for Neural Network: 0.28510609868354436 Training time for Neural Network: 0.5184950828552246 seconds Testing time for Neural Network: 0.001489877700805664 seconds RMSE for Neural Network: 257.95778982180093 MAE for Neural Network: 198.47103202923194 Training time for Neural Network: 0.635915994644165 seconds Testing time for Neural Network: 0.0009181499481201172 seconds RMSE for Neural Network: 0.3110173908885593 MAE for Neural Network: 0.2526770167256449 Training time for Neural Network: 0.6445820331573486 seconds Testing time for Neural Network: 0.0012159347534179688 seconds RMSE for Neural Network: 0.40772268020031793 MAE for Neural Network: 0.3332279742456711 Training time for Neural Network: 0.5773928165435791 seconds Testing time for Neural Network: 0.0014331340789794922 seconds RMSE for Neural Network: 256.04291380601893 MAE for Neural Network: 195.98416358358133 Training time for Neural Network: 0.74546217918396 seconds Testing time for Neural Network: 0.0017762184143066406 seconds RMSE for Neural Network: 0.1932266518935474 MAE for Neural Network: 0.1374368180753671 Training time for Neural Network: 0.7276268005371094 seconds Testing time for Neural Network: 0.0062541961669921875 seconds RMSE for Neural Network: 0.27509555801489005 MAE for Neural Network: 0.2282772227458296 Training time for Neural Network: 0.7810149192810059 seconds Testing time for Neural Network: 0.0009319782257080078 seconds RMSE for Neural Network: 0.23540462268599277 MAE for Neural Network: 0.18577269254673545 Training time for Neural Network: 1.5089640617370605 seconds Testing time for Neural Network: 0.000701904296875 seconds RMSE for Neural Network: 0.17603938299866856 MAE for Neural Network: 0.13582436225420425 Training time for Neural Network: 0.7214977741241455 seconds Testing time for Neural Network: 0.0017583370208740234 seconds RMSE for Neural Network: 0.25403502714250537 MAE for Neural Network: 0.19841304096511841 Training time for Neural Network: 0.8558750152587891 seconds Testing time for Neural Network: 0.002596139907836914 seconds RMSE for Neural Network: 256.35534838592883 MAE for Neural Network: 196.3881043592083 Training time for Neural Network: 1.2761411666870117 seconds Testing time for Neural Network: 0.0006458759307861328 seconds RMSE for Neural Network: 4.105972683481096 MAE for Neural Network: 3.0831549392182955 Training time for Neural Network: 0.7309136390686035 seconds Testing time for Neural Network: 0.0010612010955810547 seconds RMSE for Neural Network: 0.3105008264664521 MAE for Neural Network: 0.2420772583504956 Training time for Neural Network: 0.6848859786987305 seconds Testing time for Neural Network: 0.00092315673828125 seconds RMSE for Neural Network: 256.1178034186142 MAE for Neural Network: 196.08101863513627 Training time for Neural Network: 0.7555501461029053 seconds Testing time for Neural Network: 0.0013778209686279297 seconds RMSE for Neural Network: 256.3719927928587 MAE for Neural Network: 196.4096138602099 Training time for Neural Network: 0.5223550796508789 seconds Testing time for Neural Network: 0.0008311271667480469 seconds RMSE for Neural Network: 0.23637737578594814 MAE for Neural Network: 0.1840667433516744 Training time for Neural Network: 0.5930831432342529 seconds Testing time for Neural Network: 0.0019559860229492188 seconds RMSE for Neural Network: 0.32315924656754164 MAE for Neural Network: 0.2629939431422432 Training time for Neural Network: 0.7155280113220215 seconds Testing time for Neural Network: 0.002504110336303711 seconds RMSE for Neural Network: 0.25191193923677263 MAE for Neural Network: 0.1962222710580238 Training time for Neural Network: 0.6113479137420654 seconds Testing time for Neural Network: 0.0016770362854003906 seconds RMSE for Neural Network: 0.13501418837289567 MAE for Neural Network: 0.10639226120873456 Training time for Neural Network: 0.530418872833252 seconds Testing time for Neural Network: 0.0015552043914794922 seconds RMSE for Neural Network: 255.99693577238398 MAE for Neural Network: 195.92469007763714 Training time for Neural Network: 0.5508780479431152 seconds Testing time for Neural Network: 0.0006320476531982422 seconds RMSE for Neural Network: 257.61967363022484 MAE for Neural Network: 198.03137495443386 Training time for Neural Network: 0.5536890029907227 seconds Testing time for Neural Network: 0.0009050369262695312 seconds RMSE for Neural Network: 256.4850588055294 MAE for Neural Network: 196.55570261996564 Training time for Neural Network: 0.6748158931732178 seconds Testing time for Neural Network: 0.0006558895111083984 seconds RMSE for Neural Network: 257.937767127792 MAE for Neural Network: 198.44500733420085 Training time for Neural Network: 0.6529190540313721 seconds Testing time for Neural Network: 0.0009720325469970703 seconds RMSE for Neural Network: 258.4149998026622 MAE for Neural Network: 199.064917421453 Training time for Neural Network: 0.6358590126037598 seconds Testing time for Neural Network: 0.0019881725311279297 seconds RMSE for Neural Network: 256.6019964245118 MAE for Neural Network: 196.70674614761447 Training time for Neural Network: 0.6031076908111572 seconds Testing time for Neural Network: 0.0009212493896484375 seconds RMSE for Neural Network: 257.35906574151494 MAE for Neural Network: 197.69223035907453 Training time for Neural Network: 0.489274263381958 seconds Testing time for Neural Network: 0.0032830238342285156 seconds RMSE for Neural Network: 0.178508031747752 MAE for Neural Network: 0.14351449075088266 Training time for Neural Network: 0.6079449653625488 seconds Testing time for Neural Network: 0.0014500617980957031 seconds RMSE for Neural Network: 257.0395949998531 MAE for Neural Network: 197.27615827232773 Training time for Neural Network: 0.6602470874786377 seconds Testing time for Neural Network: 0.0027468204498291016 seconds RMSE for Neural Network: 0.1838753561637642 MAE for Neural Network: 0.13823968470535147 Training time for Neural Network: 0.5829617977142334 seconds Testing time for Neural Network: 0.0007970333099365234 seconds RMSE for Neural Network: 0.6372002305489368 MAE for Neural Network: 0.5153728680156222 Training time for Neural Network: 0.5696589946746826 seconds Testing time for Neural Network: 0.0009281635284423828 seconds RMSE for Neural Network: 257.5814928934463 MAE for Neural Network: 197.9817029581686 Training time for Neural Network: 0.1593921184539795 seconds Testing time for Neural Network: 0.0004940032958984375 seconds RMSE for Neural Network: 0.3059166496289056 MAE for Neural Network: 0.23937711854455446 Training time for Neural Network: 1.1594209671020508 seconds Testing time for Neural Network: 0.0014019012451171875 seconds RMSE for Neural Network: 0.26002995915035326 MAE for Neural Network: 0.20210212430821733 Training time for Neural Network: 0.6553990840911865 seconds Testing time for Neural Network: 0.0019199848175048828 seconds RMSE for Neural Network: 0.11952292369028861 MAE for Neural Network: 0.10033392027908543 Training time for Neural Network: 0.6219868659973145 seconds Testing time for Neural Network: 0.0009200572967529297 seconds RMSE for Neural Network: 257.67716634576124 MAE for Neural Network: 198.10616164314806 Training time for Neural Network: 0.5505599975585938 seconds Testing time for Neural Network: 0.0007841587066650391 seconds RMSE for Neural Network: 257.7699869986804 MAE for Neural Network: 198.22687865751175 Training time for Neural Network: 0.684211015701294 seconds Testing time for Neural Network: 0.0016388893127441406 seconds RMSE for Neural Network: 257.82821591177213 MAE for Neural Network: 198.30259238156066 Training time for Neural Network: 0.17881393432617188 seconds Testing time for Neural Network: 0.0005362033843994141 seconds RMSE for Neural Network: 258.47485996150715 MAE for Neural Network: 199.14261838471626 Training time for Neural Network: 0.5181849002838135 seconds Testing time for Neural Network: 0.0008878707885742188 seconds RMSE for Neural Network: 256.9101147310782 MAE for Neural Network: 197.10742318881793 Training time for Neural Network: 0.6116108894348145 seconds Testing time for Neural Network: 0.0011701583862304688 seconds RMSE for Neural Network: 0.11708816335562643 MAE for Neural Network: 0.0868590149566836 Training time for Neural Network: 0.5532910823822021 seconds Testing time for Neural Network: 0.0008399486541748047 seconds RMSE for Neural Network: 257.66720799964787 MAE for Neural Network: 198.09320862496472 Training time for Neural Network: 1.093797206878662 seconds Testing time for Neural Network: 0.0007958412170410156 seconds RMSE for Neural Network: 256.95590103436285 MAE for Neural Network: 197.16709741075275 Training time for Neural Network: 0.6006219387054443 seconds Testing time for Neural Network: 0.0007066726684570312 seconds RMSE for Neural Network: 0.48445357241565784 MAE for Neural Network: 0.3943053151378995 Training time for Neural Network: 0.5695137977600098 seconds Testing time for Neural Network: 0.0010619163513183594 seconds RMSE for Neural Network: 0.27673011920569707 MAE for Neural Network: 0.21881378217500597 Training time for Neural Network: 0.5645368099212646 seconds Testing time for Neural Network: 0.0008308887481689453 seconds RMSE for Neural Network: 257.8870402260631 MAE for Neural Network: 198.37906830499807 Training time for Neural Network: 0.2191300392150879 seconds Testing time for Neural Network: 0.0013461112976074219 seconds RMSE for Neural Network: 256.420140627718 MAE for Neural Network: 196.47182958324692 Training time for Neural Network: 0.5885987281799316 seconds Testing time for Neural Network: 0.0007991790771484375 seconds RMSE for Neural Network: 257.0894243207754 MAE for Neural Network: 197.3410786496001 Training time for Neural Network: 0.6142368316650391 seconds Testing time for Neural Network: 0.0019779205322265625 seconds RMSE for Neural Network: 0.14172333658442193 MAE for Neural Network: 0.110164324306103 Training time for Neural Network: 0.599128007888794 seconds Testing time for Neural Network: 0.0009050369262695312 seconds RMSE for Neural Network: 0.4341287408565664 MAE for Neural Network: 0.34880378405613127 Training time for Neural Network: 0.623643159866333 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 0.24302547664133253 MAE for Neural Network: 0.18118717606519602 Training time for Neural Network: 0.601222038269043 seconds Testing time for Neural Network: 0.0008711814880371094 seconds RMSE for Neural Network: 0.2858988941208922 MAE for Neural Network: 0.22030632621461177 Training time for Neural Network: 0.7704966068267822 seconds Testing time for Neural Network: 0.0008683204650878906 seconds RMSE for Neural Network: 257.8308273145437 MAE for Neural Network: 198.30598765216862 Training time for Neural Network: 0.664740800857544 seconds Testing time for Neural Network: 0.0008063316345214844 seconds RMSE for Neural Network: 0.21955208722114616 MAE for Neural Network: 0.17081401941312035 Training time for Neural Network: 0.7405679225921631 seconds Testing time for Neural Network: 0.0006811618804931641 seconds RMSE for Neural Network: 258.20401121512924 MAE for Neural Network: 198.7909470589206 Training time for Neural Network: 0.7646372318267822 seconds Testing time for Neural Network: 0.0009438991546630859 seconds RMSE for Neural Network: 0.2909931416274839 MAE for Neural Network: 0.23641194928907125 Training time for Neural Network: 0.8877089023590088 seconds Testing time for Neural Network: 0.0016710758209228516 seconds RMSE for Neural Network: 0.1697309883113288 MAE for Neural Network: 0.1280812544202798 Training time for Neural Network: 1.6730079650878906 seconds Testing time for Neural Network: 0.0009188652038574219 seconds RMSE for Neural Network: 0.2059515944217857 MAE for Neural Network: 0.164901149329104 Training time for Neural Network: 0.18797802925109863 seconds Testing time for Neural Network: 0.0005612373352050781 seconds RMSE for Neural Network: 258.1373544683464 MAE for Neural Network: 198.70436078988487 Training time for Neural Network: 0.7250781059265137 seconds Testing time for Neural Network: 0.00096893310546875 seconds RMSE for Neural Network: 0.158441030271431 MAE for Neural Network: 0.12233030952735888 Training time for Neural Network: 0.6434438228607178 seconds Testing time for Neural Network: 0.005109071731567383 seconds RMSE for Neural Network: 0.2641972794122216 MAE for Neural Network: 0.21352998514713917 Training time for Neural Network: 0.6074008941650391 seconds Testing time for Neural Network: 0.0008330345153808594 seconds RMSE for Neural Network: 0.14212876033488128 MAE for Neural Network: 0.10187841418494967 Training time for Neural Network: 0.7097082138061523 seconds Testing time for Neural Network: 0.0016248226165771484 seconds RMSE for Neural Network: 0.2257180961621565 MAE for Neural Network: 0.1715878545228466 Training time for Neural Network: 0.21806907653808594 seconds Testing time for Neural Network: 0.0014460086822509766 seconds RMSE for Neural Network: 0.25733758962223785 MAE for Neural Network: 0.19556040543525924 Training time for Neural Network: 0.7044868469238281 seconds Testing time for Neural Network: 0.0009112358093261719 seconds RMSE for Neural Network: 0.6024298337379941 MAE for Neural Network: 0.47366816725492944 Training time for Neural Network: 0.7288520336151123 seconds Testing time for Neural Network: 0.0017368793487548828 seconds RMSE for Neural Network: 258.1235554575023 MAE for Neural Network: 198.68643412931408 Training time for Neural Network: 0.6412289142608643 seconds Testing time for Neural Network: 0.0007002353668212891 seconds RMSE for Neural Network: 257.9450090249896 MAE for Neural Network: 198.45442022263433 Training time for Neural Network: 0.6602692604064941 seconds Testing time for Neural Network: 0.0010080337524414062 seconds RMSE for Neural Network: 256.93906402228686 MAE for Neural Network: 197.14515425353173 Training time for Neural Network: 0.561852216720581 seconds Testing time for Neural Network: 0.005609035491943359 seconds RMSE for Neural Network: 256.5370174431452 MAE for Neural Network: 196.62282143073259 Training time for Neural Network: 0.5776968002319336 seconds Testing time for Neural Network: 0.0013768672943115234 seconds RMSE for Neural Network: 255.99996854849707 MAE for Neural Network: 195.92861326689118 Training time for Neural Network: 0.190507173538208 seconds Testing time for Neural Network: 0.0005731582641601562 seconds RMSE for Neural Network: 0.3416609159414341 MAE for Neural Network: 0.2658299918089041 Training time for Neural Network: 0.6081950664520264 seconds Testing time for Neural Network: 0.000865936279296875 seconds RMSE for Neural Network: 257.81400945414276 MAE for Neural Network: 198.28412113888697 Training time for Neural Network: 0.584557056427002 seconds Testing time for Neural Network: 0.0009069442749023438 seconds RMSE for Neural Network: 256.48544352274536 MAE for Neural Network: 196.55619962272118 Training time for Neural Network: 0.18121910095214844 seconds Testing time for Neural Network: 0.0005431175231933594 seconds RMSE for Neural Network: 22.44219665936103 MAE for Neural Network: 17.47708181756565 Training time for Neural Network: 0.7552700042724609 seconds Testing time for Neural Network: 0.0014081001281738281 seconds RMSE for Neural Network: 256.95348718088286 MAE for Neural Network: 197.1639515718229 Training time for Neural Network: 0.6920690536499023 seconds Testing time for Neural Network: 0.0016782283782958984 seconds RMSE for Neural Network: 0.207307464031981 MAE for Neural Network: 0.15856082736248525 Training time for Neural Network: 0.19740009307861328 seconds Testing time for Neural Network: 0.0005700588226318359 seconds RMSE for Neural Network: 255.95827668752992 MAE for Neural Network: 195.8746779306401 Training time for Neural Network: 0.5399589538574219 seconds Testing time for Neural Network: 0.0008940696716308594 seconds RMSE for Neural Network: 258.1054652788743 MAE for Neural Network: 198.66293170046652 Training time for Neural Network: 0.5922517776489258 seconds Testing time for Neural Network: 0.0014138221740722656 seconds RMSE for Neural Network: 0.38162499235315284 MAE for Neural Network: 0.3003066841843064 Training time for Neural Network: 0.6185450553894043 seconds Testing time for Neural Network: 0.00090789794921875 seconds RMSE for Neural Network: 258.3958658878686 MAE for Neural Network: 199.0400782077353 Training time for Neural Network: 0.6347110271453857 seconds Testing time for Neural Network: 0.0012040138244628906 seconds RMSE for Neural Network: 256.78028281572364 MAE for Neural Network: 196.93817016496075 Training time for Neural Network: 0.6393270492553711 seconds Testing time for Neural Network: 0.000904083251953125 seconds RMSE for Neural Network: 0.25673622905552423 MAE for Neural Network: 0.20322195896614248 Training time for Neural Network: 0.17377614974975586 seconds Testing time for Neural Network: 0.0005190372467041016 seconds RMSE for Neural Network: 256.01827633388984 MAE for Neural Network: 195.9522954599851 Training time for Neural Network: 0.620574951171875 seconds Testing time for Neural Network: 0.0008442401885986328 seconds RMSE for Neural Network: 257.528641739774 MAE for Neural Network: 197.9129367710279 Training time for Neural Network: 0.5825722217559814 seconds Testing time for Neural Network: 0.0006897449493408203 seconds RMSE for Neural Network: 0.3193319543316592 MAE for Neural Network: 0.2553868309221024 Training time for Neural Network: 1.0433530807495117 seconds Testing time for Neural Network: 0.0013778209686279297 seconds RMSE for Neural Network: 0.2974694880212536 MAE for Neural Network: 0.23450647415250597 Training time for Neural Network: 0.6897249221801758 seconds Testing time for Neural Network: 0.0009381771087646484 seconds RMSE for Neural Network: 257.96638779128085 MAE for Neural Network: 198.4822068979522 Training time for Neural Network: 0.6276299953460693 seconds Testing time for Neural Network: 0.0008540153503417969 seconds RMSE for Neural Network: 257.89583609915053 MAE for Neural Network: 198.39050255060076 Training time for Neural Network: 0.881401777267456 seconds Testing time for Neural Network: 0.0008771419525146484 seconds RMSE for Neural Network: 257.1004057810763 MAE for Neural Network: 197.35538471953103 Training time for Neural Network: 0.8009321689605713 seconds Testing time for Neural Network: 0.001920938491821289 seconds RMSE for Neural Network: 256.4731858678254 MAE for Neural Network: 196.540364128168 Training time for Neural Network: 0.9905569553375244 seconds Testing time for Neural Network: 0.0022301673889160156 seconds RMSE for Neural Network: 256.0202860586051 MAE for Neural Network: 195.95489508370213 Training time for Neural Network: 0.6692001819610596 seconds Testing time for Neural Network: 0.0008707046508789062 seconds RMSE for Neural Network: 257.08759968496094 MAE for Neural Network: 197.33870156858418 Training time for Neural Network: 0.6176559925079346 seconds Testing time for Neural Network: 0.0019991397857666016 seconds RMSE for Neural Network: 255.95085111766147 MAE for Neural Network: 195.86507107235607 Training time for Neural Network: 0.6864750385284424 seconds Testing time for Neural Network: 0.0014870166778564453 seconds RMSE for Neural Network: 0.3257623577835635 MAE for Neural Network: 0.2460583746486553 Training time for Neural Network: 0.5595409870147705 seconds Testing time for Neural Network: 0.0006439685821533203 seconds RMSE for Neural Network: 257.1536036566589 MAE for Neural Network: 197.42468209067985 Training time for Neural Network: 0.5984609127044678 seconds Testing time for Neural Network: 0.0006351470947265625 seconds RMSE for Neural Network: 0.43709101354891583 MAE for Neural Network: 0.3424855762434791 Training time for Neural Network: 0.5449850559234619 seconds Testing time for Neural Network: 0.0006530284881591797 seconds RMSE for Neural Network: 0.8089574729419958 MAE for Neural Network: 0.6093376842588436 Training time for Neural Network: 0.6372480392456055 seconds Testing time for Neural Network: 0.002203226089477539 seconds RMSE for Neural Network: 257.23947721242575 MAE for Neural Network: 197.53652285469158 Training time for Neural Network: 0.9570949077606201 seconds Testing time for Neural Network: 0.0020689964294433594 seconds RMSE for Neural Network: 0.23149414623609224 MAE for Neural Network: 0.17926993076702705 Training time for Neural Network: 0.673231840133667 seconds Testing time for Neural Network: 0.0006759166717529297 seconds RMSE for Neural Network: 0.25436053456549823 MAE for Neural Network: 0.2022404250870971 Training time for Neural Network: 0.838738203048706 seconds Testing time for Neural Network: 0.0008819103240966797 seconds RMSE for Neural Network: 257.2336692497968 MAE for Neural Network: 197.52895944826378 Training time for Neural Network: 0.8844490051269531 seconds Testing time for Neural Network: 0.0022897720336914062 seconds RMSE for Neural Network: 0.1784762535578862 MAE for Neural Network: 0.13424780089775015 Training time for Neural Network: 0.7924530506134033 seconds Testing time for Neural Network: 0.0006988048553466797 seconds RMSE for Neural Network: 256.66509046899836 MAE for Neural Network: 196.78822207276914 Training time for Neural Network: 0.6463680267333984 seconds Testing time for Neural Network: 0.0006470680236816406 seconds RMSE for Neural Network: 256.2043706470488 MAE for Neural Network: 196.19295147821936 Training time for Neural Network: 0.7417800426483154 seconds Testing time for Neural Network: 0.0014297962188720703 seconds RMSE for Neural Network: 0.23540326656112073 MAE for Neural Network: 0.18696528053903463 Training time for Neural Network: 0.75921630859375 seconds Testing time for Neural Network: 0.0013859272003173828 seconds RMSE for Neural Network: 257.3096541043302 MAE for Neural Network: 197.62790116855984 Training time for Neural Network: 0.9323279857635498 seconds Testing time for Neural Network: 0.0032749176025390625 seconds RMSE for Neural Network: 0.32054064570952767 MAE for Neural Network: 0.2523180102723293 Training time for Neural Network: 1.1259782314300537 seconds Testing time for Neural Network: 0.003036975860595703 seconds RMSE for Neural Network: 256.92656381098107 MAE for Neural Network: 197.1288624649321 Training time for Neural Network: 0.7328798770904541 seconds Testing time for Neural Network: 0.0008671283721923828 seconds RMSE for Neural Network: 255.8677095443423 MAE for Neural Network: 195.7602204398039 Training time for Neural Network: 0.7049319744110107 seconds Testing time for Neural Network: 0.0018169879913330078 seconds RMSE for Neural Network: 0.2271443730715491 MAE for Neural Network: 0.18027542233863678 Training time for Neural Network: 0.710564136505127 seconds Testing time for Neural Network: 0.00146484375 seconds RMSE for Neural Network: 258.3592530511037 MAE for Neural Network: 198.99254474005863 Training time for Neural Network: 0.7015917301177979 seconds Testing time for Neural Network: 0.0006473064422607422 seconds RMSE for Neural Network: 257.9567050720754 MAE for Neural Network: 198.46962215070016 Training time for Neural Network: 0.7183759212493896 seconds Testing time for Neural Network: 0.00145721435546875 seconds RMSE for Neural Network: 257.49014066566247 MAE for Neural Network: 197.86283573481563 Training time for Neural Network: 0.7925980091094971 seconds Testing time for Neural Network: 0.0021750926971435547 seconds RMSE for Neural Network: 257.16872954591435 MAE for Neural Network: 197.4443837673274 Training time for Neural Network: 0.7402157783508301 seconds Testing time for Neural Network: 0.001291036605834961 seconds RMSE for Neural Network: 257.4350205440163 MAE for Neural Network: 197.79109946480938 Training time for Neural Network: 1.1547660827636719 seconds Testing time for Neural Network: 0.0008649826049804688 seconds RMSE for Neural Network: 258.1930427295555 MAE for Neural Network: 198.7767001913103 Training time for Neural Network: 0.8557150363922119 seconds Testing time for Neural Network: 0.0008161067962646484 seconds RMSE for Neural Network: 256.93832905047145 MAE for Neural Network: 197.14419636461113 Training time for Neural Network: 0.7764441967010498 seconds Testing time for Neural Network: 0.0020208358764648438 seconds RMSE for Neural Network: 0.21889588450068087 MAE for Neural Network: 0.1770173424555869 Training time for Neural Network: 0.7488479614257812 seconds Testing time for Neural Network: 0.0009462833404541016 seconds RMSE for Neural Network: 0.18872963114392807 MAE for Neural Network: 0.14515133907480904 Training time for Neural Network: 0.7375087738037109 seconds Testing time for Neural Network: 0.0006260871887207031 seconds RMSE for Neural Network: 257.21324281383676 MAE for Neural Network: 197.50235822341398 Training time for Neural Network: 0.867067813873291 seconds Testing time for Neural Network: 0.000698089599609375 seconds RMSE for Neural Network: 0.2717314500670499 MAE for Neural Network: 0.19933485675503448 Training time for Neural Network: 0.5881462097167969 seconds Testing time for Neural Network: 0.0006389617919921875 seconds RMSE for Neural Network: 0.46012011470105657 MAE for Neural Network: 0.373755909561241 Training time for Neural Network: 0.7089829444885254 seconds Testing time for Neural Network: 0.0010042190551757812 seconds RMSE for Neural Network: 0.28299860347498484 MAE for Neural Network: 0.23144038963867422 Training time for Neural Network: 0.6082181930541992 seconds Testing time for Neural Network: 0.004181861877441406 seconds RMSE for Neural Network: 0.4727220817109764 MAE for Neural Network: 0.3733689837647481 Training time for Neural Network: 0.47289013862609863 seconds Testing time for Neural Network: 0.0007710456848144531 seconds RMSE for Neural Network: 257.8352797995998 MAE for Neural Network: 198.31177659014074 Training time for Neural Network: 0.655925989151001 seconds Testing time for Neural Network: 0.0006148815155029297 seconds RMSE for Neural Network: 0.40276514560551585 MAE for Neural Network: 0.3163903191134637 Training time for Neural Network: 0.594245195388794 seconds Testing time for Neural Network: 0.0008492469787597656 seconds RMSE for Neural Network: 0.22667740805755604 MAE for Neural Network: 0.1810379012348767 Training time for Neural Network: 0.8164269924163818 seconds Testing time for Neural Network: 0.002094268798828125 seconds RMSE for Neural Network: 257.92320281677354 MAE for Neural Network: 198.4260763515282 Training time for Neural Network: 0.9019839763641357 seconds Testing time for Neural Network: 0.0014319419860839844 seconds RMSE for Neural Network: 256.2303282063683 MAE for Neural Network: 196.22650982634087 Training time for Neural Network: 0.6088120937347412 seconds Testing time for Neural Network: 0.0015349388122558594 seconds RMSE for Neural Network: 257.7553333736657 MAE for Neural Network: 198.20782302313282 Training time for Neural Network: 1.0878329277038574 seconds Testing time for Neural Network: 0.0010030269622802734 seconds RMSE for Neural Network: 255.99381297073052 MAE for Neural Network: 195.92065039728263 Training time for Neural Network: 0.614016056060791 seconds Testing time for Neural Network: 0.0009112358093261719 seconds RMSE for Neural Network: 0.3286302111583045 MAE for Neural Network: 0.26125403137548464 Training time for Neural Network: 0.5018229484558105 seconds Testing time for Neural Network: 0.0006361007690429688 seconds RMSE for Neural Network: 257.87312280696557 MAE for Neural Network: 198.360975726619 Training time for Neural Network: 0.5465781688690186 seconds Testing time for Neural Network: 0.0008966922760009766 seconds RMSE for Neural Network: 256.72311201341654 MAE for Neural Network: 196.86362149176577 Training time for Neural Network: 0.5661818981170654 seconds Testing time for Neural Network: 0.0013530254364013672 seconds RMSE for Neural Network: 256.75087481901323 MAE for Neural Network: 196.89982464524599 Training time for Neural Network: 0.4603691101074219 seconds Testing time for Neural Network: 0.0006699562072753906 seconds RMSE for Neural Network: 257.526009472437 MAE for Neural Network: 197.9095115950664 Training time for Neural Network: 0.6123106479644775 seconds Testing time for Neural Network: 0.0030481815338134766 seconds RMSE for Neural Network: 257.1019747972753 MAE for Neural Network: 197.3574287166784 Training time for Neural Network: 0.6423349380493164 seconds Testing time for Neural Network: 0.0013661384582519531 seconds RMSE for Neural Network: 0.29056883994645616 MAE for Neural Network: 0.23223546178301777 Training time for Neural Network: 0.6822059154510498 seconds Testing time for Neural Network: 0.0009479522705078125 seconds RMSE for Neural Network: 257.1990233158225 MAE for Neural Network: 197.483839388475 Training time for Neural Network: 0.6807408332824707 seconds Testing time for Neural Network: 0.0019669532775878906 seconds RMSE for Neural Network: 258.2092956957661 MAE for Neural Network: 198.79781087502843 Training time for Neural Network: 0.8137500286102295 seconds Testing time for Neural Network: 0.0014028549194335938 seconds RMSE for Neural Network: 257.22496568464817 MAE for Neural Network: 197.51762502740968 Training time for Neural Network: 0.6909899711608887 seconds Testing time for Neural Network: 0.0008399486541748047 seconds RMSE for Neural Network: 0.1739846250796006 MAE for Neural Network: 0.13994627187452557 Training time for Neural Network: 0.7693300247192383 seconds Testing time for Neural Network: 0.0010499954223632812 seconds RMSE for Neural Network: 0.3506680185603548 MAE for Neural Network: 0.2878981904723917 Training time for Neural Network: 0.6117501258850098 seconds Testing time for Neural Network: 0.0008859634399414062 seconds RMSE for Neural Network: 256.01372393618425 MAE for Neural Network: 195.94640677870746 Training time for Neural Network: 0.7414557933807373 seconds Testing time for Neural Network: 0.003408193588256836 seconds RMSE for Neural Network: 256.48289433492164 MAE for Neural Network: 196.55290640610016 Training time for Neural Network: 0.7433309555053711 seconds Testing time for Neural Network: 0.0013418197631835938 seconds RMSE for Neural Network: 0.4044005823259548 MAE for Neural Network: 0.31109828587833666 Training time for Neural Network: 0.6515562534332275 seconds Testing time for Neural Network: 0.0008218288421630859 seconds RMSE for Neural Network: 258.38797668711396 MAE for Neural Network: 199.02983625944265 Training time for Neural Network: 0.7008621692657471 seconds Testing time for Neural Network: 0.0009019374847412109 seconds RMSE for Neural Network: 0.2182629935347009 MAE for Neural Network: 0.1759603566830929 Training time for Neural Network: 0.6026430130004883 seconds Testing time for Neural Network: 0.0023851394653320312 seconds RMSE for Neural Network: 257.9944791382919 MAE for Neural Network: 198.5187157192957 Training time for Neural Network: 1.1789119243621826 seconds Testing time for Neural Network: 0.0008878707885742188 seconds RMSE for Neural Network: 257.453302778197 MAE for Neural Network: 197.81489412175705 Training time for Neural Network: 1.4192898273468018 seconds Testing time for Neural Network: 0.0007772445678710938 seconds RMSE for Neural Network: 0.18896654412351122 MAE for Neural Network: 0.15055234728895056 Training time for Neural Network: 0.651561975479126 seconds Testing time for Neural Network: 0.000782012939453125 seconds RMSE for Neural Network: 0.7424637338693326 MAE for Neural Network: 0.5235141567203969 Training time for Neural Network: 0.6573672294616699 seconds Testing time for Neural Network: 0.0014147758483886719 seconds RMSE for Neural Network: 256.68183433763113 MAE for Neural Network: 196.80984175816272 Training time for Neural Network: 0.7727477550506592 seconds Testing time for Neural Network: 0.0015139579772949219 seconds RMSE for Neural Network: 256.6302443608668 MAE for Neural Network: 196.74322560249698 Training time for Neural Network: 0.6200940608978271 seconds Testing time for Neural Network: 0.0009720325469970703 seconds RMSE for Neural Network: 255.92071372689526 MAE for Neural Network: 195.8260786869324 Training time for Neural Network: 0.5214061737060547 seconds Testing time for Neural Network: 0.002276897430419922 seconds RMSE for Neural Network: 258.17202358355576 MAE for Neural Network: 198.749397448717 Training time for Neural Network: 0.6181690692901611 seconds Testing time for Neural Network: 0.0011589527130126953 seconds RMSE for Neural Network: 256.1909802426416 MAE for Neural Network: 196.17563921138483 Training time for Neural Network: 0.6522841453552246 seconds Testing time for Neural Network: 0.0008630752563476562 seconds RMSE for Neural Network: 257.690513663043 MAE for Neural Network: 198.1235222201619 Training time for Neural Network: 0.6192479133605957 seconds Testing time for Neural Network: 0.0009157657623291016 seconds RMSE for Neural Network: 0.3487000660143495 MAE for Neural Network: 0.2645944446271535 Training time for Neural Network: 0.47312402725219727 seconds Testing time for Neural Network: 0.0008792877197265625 seconds RMSE for Neural Network: 257.6483182159075 MAE for Neural Network: 198.06863735706756 Training time for Neural Network: 0.47142720222473145 seconds Testing time for Neural Network: 0.0013079643249511719 seconds RMSE for Neural Network: 0.19532498173621293 MAE for Neural Network: 0.1499569663321897 Training time for Neural Network: 0.6033909320831299 seconds Testing time for Neural Network: 0.0018589496612548828 seconds RMSE for Neural Network: 0.4217965661224498 MAE for Neural Network: 0.3449616116399044 Training time for Neural Network: 0.7234001159667969 seconds Testing time for Neural Network: 0.008819103240966797 seconds RMSE for Neural Network: 256.7638934217743 MAE for Neural Network: 196.9168001723273 Training time for Neural Network: 0.6347448825836182 seconds Testing time for Neural Network: 0.0013530254364013672 seconds RMSE for Neural Network: 257.68692887119647 MAE for Neural Network: 198.11885961732435 Training time for Neural Network: 2.172096014022827 seconds Testing time for Neural Network: 0.0008611679077148438 seconds RMSE for Neural Network: 258.4403262606416 MAE for Neural Network: 199.09779371632146 Training time for Neural Network: 0.7737860679626465 seconds Testing time for Neural Network: 0.0008819103240966797 seconds RMSE for Neural Network: 257.53984423291485 MAE for Neural Network: 197.92751348034977 Training time for Neural Network: 0.9095633029937744 seconds Testing time for Neural Network: 0.0008730888366699219 seconds RMSE for Neural Network: 257.71817616891695 MAE for Neural Network: 198.15950028407147 Training time for Neural Network: 0.9806089401245117 seconds Testing time for Neural Network: 0.0017101764678955078 seconds RMSE for Neural Network: 257.39983453855376 MAE for Neural Network: 197.7453009441055 Training time for Neural Network: 0.5936262607574463 seconds Testing time for Neural Network: 0.0017998218536376953 seconds RMSE for Neural Network: 257.5561534409571 MAE for Neural Network: 197.9487342730481 Training time for Neural Network: 0.5800018310546875 seconds Testing time for Neural Network: 0.0009438991546630859 seconds RMSE for Neural Network: 256.16205510336766 MAE for Neural Network: 196.13824012346657 Training time for Neural Network: 0.5876970291137695 seconds Testing time for Neural Network: 0.0013759136199951172 seconds RMSE for Neural Network: 0.2490291172877922 MAE for Neural Network: 0.20410618957723192 Training time for Neural Network: 1.4657561779022217 seconds Testing time for Neural Network: 0.0007929801940917969 seconds RMSE for Neural Network: 257.1891318419774 MAE for Neural Network: 197.47095675726607 Training time for Neural Network: 0.5994460582733154 seconds Testing time for Neural Network: 0.0014159679412841797 seconds RMSE for Neural Network: 256.27387680435066 MAE for Neural Network: 196.28280476669693 Training time for Neural Network: 0.559222936630249 seconds Testing time for Neural Network: 0.0009150505065917969 seconds RMSE for Neural Network: 0.22878741585368925 MAE for Neural Network: 0.1781945834973098 Training time for Neural Network: 0.5442359447479248 seconds Testing time for Neural Network: 0.0008258819580078125 seconds RMSE for Neural Network: 258.16127614248626 MAE for Neural Network: 198.7354365092372 Training time for Neural Network: 0.6174778938293457 seconds Testing time for Neural Network: 0.001973867416381836 seconds RMSE for Neural Network: 0.22374306831654636 MAE for Neural Network: 0.17002459332328987 Training time for Neural Network: 0.5873208045959473 seconds Testing time for Neural Network: 0.0008461475372314453 seconds RMSE for Neural Network: 0.12322040241247204 MAE for Neural Network: 0.0913664779700283 Training time for Neural Network: 0.589000940322876 seconds Testing time for Neural Network: 0.0008220672607421875 seconds RMSE for Neural Network: 0.3883258232518097 MAE for Neural Network: 0.304925181955126 Training time for Neural Network: 0.5799088478088379 seconds Testing time for Neural Network: 0.0015320777893066406 seconds RMSE for Neural Network: 256.84339062234295 MAE for Neural Network: 197.0204469880764 Training time for Neural Network: 0.6643190383911133 seconds Testing time for Neural Network: 0.0006959438323974609 seconds RMSE for Neural Network: 0.33729475656846913 MAE for Neural Network: 0.2699882076454454 Training time for Neural Network: 0.7170412540435791 seconds Testing time for Neural Network: 0.006151914596557617 seconds RMSE for Neural Network: 257.8205531522106 MAE for Neural Network: 198.29262934539918 Training time for Neural Network: 0.6876938343048096 seconds Testing time for Neural Network: 0.0009262561798095703 seconds RMSE for Neural Network: 0.18995289810288596 MAE for Neural Network: 0.14241820996890361 Training time for Neural Network: 0.7772400379180908 seconds Testing time for Neural Network: 0.0008900165557861328 seconds RMSE for Neural Network: 255.91435140441632 MAE for Neural Network: 195.8181355933045 Training time for Neural Network: 0.6040799617767334 seconds Testing time for Neural Network: 0.0006718635559082031 seconds RMSE for Neural Network: 258.4627173316452 MAE for Neural Network: 199.12685774515182 Training time for Neural Network: 0.6928877830505371 seconds Testing time for Neural Network: 0.00138092041015625 seconds RMSE for Neural Network: 256.5609707749975 MAE for Neural Network: 196.6537605034574 Training time for Neural Network: 0.6061089038848877 seconds Testing time for Neural Network: 0.0008499622344970703 seconds RMSE for Neural Network: 257.56541582945823 MAE for Neural Network: 197.96078565312308 Training time for Neural Network: 0.6429979801177979 seconds Testing time for Neural Network: 0.0021550655364990234 seconds RMSE for Neural Network: 256.21393981881886 MAE for Neural Network: 196.2053229356921 Training time for Neural Network: 0.8115060329437256 seconds Testing time for Neural Network: 0.0008070468902587891 seconds RMSE for Neural Network: 0.15863376246619687 MAE for Neural Network: 0.12387844654106579 Training time for Neural Network: 0.6598210334777832 seconds Testing time for Neural Network: 0.0018088817596435547 seconds RMSE for Neural Network: 256.2633706569318 MAE for Neural Network: 196.26922416733308 Training time for Neural Network: 0.6254580020904541 seconds Testing time for Neural Network: 0.0009081363677978516 seconds RMSE for Neural Network: 256.4798108749007 MAE for Neural Network: 196.54892294906983 Training time for Neural Network: 0.7445812225341797 seconds Testing time for Neural Network: 0.0043408870697021484 seconds RMSE for Neural Network: 0.15228754134776926 MAE for Neural Network: 0.10895131273742795 Training time for Neural Network: 0.6240701675415039 seconds Testing time for Neural Network: 0.0014691352844238281 seconds RMSE for Neural Network: 0.6237128181850559 MAE for Neural Network: 0.49082655632665423 Training time for Neural Network: 0.6926589012145996 seconds Testing time for Neural Network: 0.0009450912475585938 seconds RMSE for Neural Network: 257.54636451520975 MAE for Neural Network: 197.93599748403852 Training time for Neural Network: 0.6118860244750977 seconds Testing time for Neural Network: 0.0007879734039306641 seconds RMSE for Neural Network: 257.2453763585961 MAE for Neural Network: 197.5442048830483 Training time for Neural Network: 1.1316001415252686 seconds Testing time for Neural Network: 0.0007917881011962891 seconds RMSE for Neural Network: 257.577261911759 MAE for Neural Network: 197.97619826372792 Training time for Neural Network: 0.5057897567749023 seconds Testing time for Neural Network: 0.0006561279296875 seconds RMSE for Neural Network: 258.3713466771781 MAE for Neural Network: 199.0082460823635 Training time for Neural Network: 0.6291730403900146 seconds Testing time for Neural Network: 0.0020880699157714844 seconds RMSE for Neural Network: 257.3603358106536 MAE for Neural Network: 197.69388375357593 Training time for Neural Network: 0.7718453407287598 seconds Testing time for Neural Network: 0.0008766651153564453 seconds RMSE for Neural Network: 256.25945327355294 MAE for Neural Network: 196.26416032543304 Training time for Neural Network: 0.8137011528015137 seconds Testing time for Neural Network: 0.0009381771087646484 seconds RMSE for Neural Network: 256.5779412366306 MAE for Neural Network: 196.6756789968488 Training time for Neural Network: 0.5672500133514404 seconds Testing time for Neural Network: 0.0024728775024414062 seconds RMSE for Neural Network: 0.34859396546187 MAE for Neural Network: 0.26423483615402404 Training time for Neural Network: 0.6439931392669678 seconds Testing time for Neural Network: 0.00090789794921875 seconds RMSE for Neural Network: 0.2716988762496198 MAE for Neural Network: 0.22054675526589684 Training time for Neural Network: 0.639470100402832 seconds Testing time for Neural Network: 0.0009357929229736328 seconds RMSE for Neural Network: 258.0167263158425 MAE for Neural Network: 198.5476272427963 Training time for Neural Network: 0.9503910541534424 seconds Testing time for Neural Network: 0.004060268402099609 seconds RMSE for Neural Network: 0.6502431993433364 MAE for Neural Network: 0.4892166744599028 Training time for Neural Network: 0.9372680187225342 seconds Testing time for Neural Network: 0.0009808540344238281 seconds RMSE for Neural Network: 0.18878998116136705 MAE for Neural Network: 0.15305945313528374 Training time for Neural Network: 0.9288537502288818 seconds Testing time for Neural Network: 0.0025970935821533203 seconds RMSE for Neural Network: 256.3525485656495 MAE for Neural Network: 196.38448606597908 Training time for Neural Network: 0.6406631469726562 seconds Testing time for Neural Network: 0.0009226799011230469 seconds RMSE for Neural Network: 256.7915007824709 MAE for Neural Network: 196.95279662679016 Training time for Neural Network: 0.6916818618774414 seconds Testing time for Neural Network: 0.0010309219360351562 seconds RMSE for Neural Network: 256.2537375148237 MAE for Neural Network: 196.25677169908806 Training time for Neural Network: 0.6413729190826416 seconds Testing time for Neural Network: 0.0014348030090332031 seconds RMSE for Neural Network: 255.99597428087625 MAE for Neural Network: 195.92344628850572 Training time for Neural Network: 0.560150146484375 seconds Testing time for Neural Network: 0.0008649826049804688 seconds RMSE for Neural Network: 257.6815850067998 MAE for Neural Network: 198.11190897221852 Training time for Neural Network: 0.5336389541625977 seconds Testing time for Neural Network: 0.0018630027770996094 seconds RMSE for Neural Network: 0.1373949426521027 MAE for Neural Network: 0.10510000102387831 Training time for Neural Network: 0.6336398124694824 seconds Testing time for Neural Network: 0.0013959407806396484 seconds RMSE for Neural Network: 0.275962357841028 MAE for Neural Network: 0.21956755796663324 Training time for Neural Network: 0.6456220149993896 seconds Testing time for Neural Network: 0.0014548301696777344 seconds RMSE for Neural Network: 258.1574113851541 MAE for Neural Network: 198.73041608692841 Training time for Neural Network: 0.5858519077301025 seconds Testing time for Neural Network: 0.0013859272003173828 seconds RMSE for Neural Network: 0.506097294996575 MAE for Neural Network: 0.4045807896378261 Training time for Neural Network: 0.6614179611206055 seconds Testing time for Neural Network: 0.0006699562072753906 seconds RMSE for Neural Network: 256.13134478723794 MAE for Neural Network: 196.09852960831722 Training time for Neural Network: 0.9698741436004639 seconds Testing time for Neural Network: 0.0018169879913330078 seconds RMSE for Neural Network: 0.17303623165556106 MAE for Neural Network: 0.12559636752429174 Training time for Neural Network: 0.5801379680633545 seconds Testing time for Neural Network: 0.0013570785522460938 seconds RMSE for Neural Network: 257.01256051401083 MAE for Neural Network: 197.24093258491774 Training time for Neural Network: 0.17913293838500977 seconds Testing time for Neural Network: 0.0005700588226318359 seconds RMSE for Neural Network: 0.29792645277328983 MAE for Neural Network: 0.23464117616374552 Training time for Neural Network: 1.3152461051940918 seconds Testing time for Neural Network: 0.00067901611328125 seconds RMSE for Neural Network: 258.0439136062954 MAE for Neural Network: 198.5829564042525 Training time for Neural Network: 0.6269392967224121 seconds Testing time for Neural Network: 0.0006358623504638672 seconds RMSE for Neural Network: 257.22764642915445 MAE for Neural Network: 197.52111611795357 Training time for Neural Network: 0.20038604736328125 seconds Testing time for Neural Network: 0.0005810260772705078 seconds RMSE for Neural Network: 0.38177828339116493 MAE for Neural Network: 0.29631557641678613 Training time for Neural Network: 0.6715278625488281 seconds Testing time for Neural Network: 0.001374959945678711 seconds RMSE for Neural Network: 0.3790376903338995 MAE for Neural Network: 0.29812025337320025 Training time for Neural Network: 0.5763769149780273 seconds Testing time for Neural Network: 0.0018820762634277344 seconds RMSE for Neural Network: 258.1567515909378 MAE for Neural Network: 198.72955899157313 Training time for Neural Network: 0.5267629623413086 seconds Testing time for Neural Network: 0.0009038448333740234 seconds RMSE for Neural Network: 257.15678930893375 MAE for Neural Network: 197.42883151323 Training time for Neural Network: 0.641373872756958 seconds Testing time for Neural Network: 0.0013570785522460938 seconds RMSE for Neural Network: 0.47032004636599084 MAE for Neural Network: 0.38537023897719463 Training time for Neural Network: 0.6636970043182373 seconds Testing time for Neural Network: 0.000911712646484375 seconds RMSE for Neural Network: 0.13384973820323648 MAE for Neural Network: 0.10332641296701343 Training time for Neural Network: 0.6966118812561035 seconds Testing time for Neural Network: 0.001416921615600586 seconds RMSE for Neural Network: 257.856821117641 MAE for Neural Network: 198.33978275145685 Training time for Neural Network: 0.6268768310546875 seconds Testing time for Neural Network: 0.0007832050323486328 seconds RMSE for Neural Network: 256.6307222159457 MAE for Neural Network: 196.7438426814979 Training time for Neural Network: 0.7154409885406494 seconds Testing time for Neural Network: 0.000865936279296875 seconds RMSE for Neural Network: 256.80042902341324 MAE for Neural Network: 196.9644373271711 Training time for Neural Network: 0.6288259029388428 seconds Testing time for Neural Network: 0.001627206802368164 seconds RMSE for Neural Network: 257.94197883064385 MAE for Neural Network: 198.45048165239692 Training time for Neural Network: 0.6358158588409424 seconds Testing time for Neural Network: 0.0006258487701416016 seconds RMSE for Neural Network: 255.91606575085817 MAE for Neural Network: 195.8202641532033 Training time for Neural Network: 0.6764020919799805 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 257.3876665671952 MAE for Neural Network: 197.72946195725524 Training time for Neural Network: 0.8205959796905518 seconds Testing time for Neural Network: 0.0009229183197021484 seconds RMSE for Neural Network: 257.4861902870498 MAE for Neural Network: 197.85769485551685 Training time for Neural Network: 0.5909719467163086 seconds Testing time for Neural Network: 0.0013680458068847656 seconds RMSE for Neural Network: 257.2594197604121 MAE for Neural Network: 197.56249208912075 Training time for Neural Network: 0.6760377883911133 seconds Testing time for Neural Network: 0.0014641284942626953 seconds RMSE for Neural Network: 0.2224326472307157 MAE for Neural Network: 0.17949949426873094 Training time for Neural Network: 0.6728289127349854 seconds Testing time for Neural Network: 0.0013968944549560547 seconds RMSE for Neural Network: 257.0932981333251 MAE for Neural Network: 197.34612529784008 Training time for Neural Network: 0.5820958614349365 seconds Testing time for Neural Network: 0.0016219615936279297 seconds RMSE for Neural Network: 258.11894863089486 MAE for Neural Network: 198.6804491320637 Training time for Neural Network: 0.6022462844848633 seconds Testing time for Neural Network: 0.0009038448333740234 seconds RMSE for Neural Network: 0.28616577895647194 MAE for Neural Network: 0.22965639465377863 Training time for Neural Network: 0.6273841857910156 seconds Testing time for Neural Network: 0.0014317035675048828 seconds RMSE for Neural Network: 257.89231315648857 MAE for Neural Network: 198.38592291340726 Training time for Neural Network: 0.6287841796875 seconds Testing time for Neural Network: 0.0008599758148193359 seconds RMSE for Neural Network: 0.18734286691108212 MAE for Neural Network: 0.14300782627191977 Training time for Neural Network: 0.647193193435669 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 256.98662534346784 MAE for Neural Network: 197.20713686483023 Training time for Neural Network: 0.63077712059021 seconds Testing time for Neural Network: 0.0006840229034423828 seconds RMSE for Neural Network: 258.36744819088807 MAE for Neural Network: 199.00318467218364 Training time for Neural Network: 0.6531147956848145 seconds Testing time for Neural Network: 0.001973867416381836 seconds RMSE for Neural Network: 256.1519408816369 MAE for Neural Network: 196.12516212211017 Training time for Neural Network: 1.1469099521636963 seconds Testing time for Neural Network: 0.0008449554443359375 seconds RMSE for Neural Network: 256.5415067334514 MAE for Neural Network: 196.62862013047692 Training time for Neural Network: 0.6719801425933838 seconds Testing time for Neural Network: 0.002084970474243164 seconds RMSE for Neural Network: 0.16592363382385836 MAE for Neural Network: 0.1260123106223859 Training time for Neural Network: 0.528548002243042 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 0.20439140719014384 MAE for Neural Network: 0.16342860680642018 Training time for Neural Network: 0.5044748783111572 seconds Testing time for Neural Network: 0.0007970333099365234 seconds RMSE for Neural Network: 0.4518321927775281 MAE for Neural Network: 0.37329751361479246 Training time for Neural Network: 0.5433919429779053 seconds Testing time for Neural Network: 0.0014848709106445312 seconds RMSE for Neural Network: 256.1277604386449 MAE for Neural Network: 196.09389458417093 Training time for Neural Network: 0.6781911849975586 seconds Testing time for Neural Network: 0.0028243064880371094 seconds RMSE for Neural Network: 256.9601011679772 MAE for Neural Network: 197.1725711585085 Training time for Neural Network: 0.48540282249450684 seconds Testing time for Neural Network: 0.0008561611175537109 seconds RMSE for Neural Network: 256.3750042881659 MAE for Neural Network: 196.41350549862537 Training time for Neural Network: 0.6511139869689941 seconds Testing time for Neural Network: 0.0009469985961914062 seconds RMSE for Neural Network: 256.8527776201919 MAE for Neural Network: 197.03268408111308 Training time for Neural Network: 0.6396880149841309 seconds Testing time for Neural Network: 0.0009639263153076172 seconds RMSE for Neural Network: 0.255631493238497 MAE for Neural Network: 0.18702059911150287 Training time for Neural Network: 0.5420389175415039 seconds Testing time for Neural Network: 0.0007808208465576172 seconds RMSE for Neural Network: 0.22582929382825975 MAE for Neural Network: 0.18097709276606141 Training time for Neural Network: 0.6298959255218506 seconds Testing time for Neural Network: 0.000782012939453125 seconds RMSE for Neural Network: 256.5262125961724 MAE for Neural Network: 196.60886479820277 Training time for Neural Network: 0.5932469367980957 seconds Testing time for Neural Network: 0.0008738040924072266 seconds RMSE for Neural Network: 258.4583030800944 MAE for Neural Network: 199.1211281005658 Training time for Neural Network: 0.6056158542633057 seconds Testing time for Neural Network: 0.0034780502319335938 seconds RMSE for Neural Network: 256.43599705979176 MAE for Neural Network: 196.49231716637 Training time for Neural Network: 0.5714058876037598 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 257.48344117523965 MAE for Neural Network: 197.8541172289399 Training time for Neural Network: 0.6532809734344482 seconds Testing time for Neural Network: 0.001058816909790039 seconds RMSE for Neural Network: 0.17979084621177974 MAE for Neural Network: 0.13111742193788598 Training time for Neural Network: 0.5936839580535889 seconds Testing time for Neural Network: 0.0006711483001708984 seconds RMSE for Neural Network: 256.66231985219935 MAE for Neural Network: 196.7846445566471 Training time for Neural Network: 0.18889188766479492 seconds Testing time for Neural Network: 0.0005049705505371094 seconds RMSE for Neural Network: 0.3064099188687267 MAE for Neural Network: 0.25067904932803914 Training time for Neural Network: 0.5545380115509033 seconds Testing time for Neural Network: 0.001069784164428711 seconds RMSE for Neural Network: 258.00440600374714 MAE for Neural Network: 198.53161648046486 Training time for Neural Network: 0.5759942531585693 seconds Testing time for Neural Network: 0.0009407997131347656 seconds RMSE for Neural Network: 0.25419737409565607 MAE for Neural Network: 0.19969940776391648 Training time for Neural Network: 0.5792858600616455 seconds Testing time for Neural Network: 0.0013489723205566406 seconds RMSE for Neural Network: 0.16476229117458796 MAE for Neural Network: 0.13105305219243482 Training time for Neural Network: 1.0360510349273682 seconds Testing time for Neural Network: 0.0009009838104248047 seconds RMSE for Neural Network: 258.0616426897614 MAE for Neural Network: 198.6059934965159 Training time for Neural Network: 0.6049661636352539 seconds Testing time for Neural Network: 0.0009150505065917969 seconds RMSE for Neural Network: 257.225610600163 MAE for Neural Network: 197.51846489284665 Training time for Neural Network: 0.1933751106262207 seconds Testing time for Neural Network: 0.0005228519439697266 seconds RMSE for Neural Network: 0.32055214418807026 MAE for Neural Network: 0.26273036173102177 Training time for Neural Network: 0.6390881538391113 seconds Testing time for Neural Network: 0.0008399486541748047 seconds RMSE for Neural Network: 256.99517662564745 MAE for Neural Network: 197.21828017161022 Training time for Neural Network: 0.5817010402679443 seconds Testing time for Neural Network: 0.002089977264404297 seconds RMSE for Neural Network: 257.81165014628573 MAE for Neural Network: 198.28105349768248 Training time for Neural Network: 0.5975570678710938 seconds Testing time for Neural Network: 0.0007891654968261719 seconds RMSE for Neural Network: 257.7249978060793 MAE for Neural Network: 198.16837214637343 Training time for Neural Network: 1.2608680725097656 seconds Testing time for Neural Network: 0.0013909339904785156 seconds RMSE for Neural Network: 0.17761021638904606 MAE for Neural Network: 0.14366606270772267 Training time for Neural Network: 0.596494197845459 seconds Testing time for Neural Network: 0.0009229183197021484 seconds RMSE for Neural Network: 0.12674848236812186 MAE for Neural Network: 0.08699079931574338 Training time for Neural Network: 0.7604320049285889 seconds Testing time for Neural Network: 0.0006988048553466797 seconds RMSE for Neural Network: 0.20468941117622957 MAE for Neural Network: 0.1612666834721398 Training time for Neural Network: 0.7591471672058105 seconds Testing time for Neural Network: 0.0008587837219238281 seconds RMSE for Neural Network: 256.79676407433254 MAE for Neural Network: 196.95965897626954 Training time for Neural Network: 0.6893801689147949 seconds Testing time for Neural Network: 0.0013790130615234375 seconds RMSE for Neural Network: 0.13314225887657674 MAE for Neural Network: 0.10522613950608331 Training time for Neural Network: 0.6537990570068359 seconds Testing time for Neural Network: 0.0010499954223632812 seconds RMSE for Neural Network: 257.44180544199384 MAE for Neural Network: 197.79993026852515 Training time for Neural Network: 0.6195900440216064 seconds Testing time for Neural Network: 0.0006868839263916016 seconds RMSE for Neural Network: 257.0322021042607 MAE for Neural Network: 197.26652565391203 Training time for Neural Network: 0.5814237594604492 seconds Testing time for Neural Network: 0.0008900165557861328 seconds RMSE for Neural Network: 257.6149390519415 MAE for Neural Network: 198.02521568662806 Training time for Neural Network: 0.6831889152526855 seconds Testing time for Neural Network: 0.0007982254028320312 seconds RMSE for Neural Network: 257.8728450932657 MAE for Neural Network: 198.36061469327885 Training time for Neural Network: 0.6691501140594482 seconds Testing time for Neural Network: 0.0006518363952636719 seconds RMSE for Neural Network: 257.89091857554484 MAE for Neural Network: 198.38411002078348 Training time for Neural Network: 0.7252638339996338 seconds Testing time for Neural Network: 0.0008528232574462891 seconds RMSE for Neural Network: 0.3255843202593071 MAE for Neural Network: 0.25027007696390186 Training time for Neural Network: 0.7749159336090088 seconds Testing time for Neural Network: 0.0009372234344482422 seconds RMSE for Neural Network: 256.4874422583186 MAE for Neural Network: 196.5587817110774 Training time for Neural Network: 0.683488130569458 seconds Testing time for Neural Network: 0.0009109973907470703 seconds RMSE for Neural Network: 256.8855025549463 MAE for Neural Network: 197.07534256701757 Training time for Neural Network: 0.6587972640991211 seconds Testing time for Neural Network: 0.0015437602996826172 seconds RMSE for Neural Network: 257.7691449634135 MAE for Neural Network: 198.22578369165123 Training time for Neural Network: 0.6220207214355469 seconds Testing time for Neural Network: 0.003443002700805664 seconds RMSE for Neural Network: 256.0689739609338 MAE for Neural Network: 196.01786956244192 Training time for Neural Network: 0.6020817756652832 seconds Testing time for Neural Network: 0.0009088516235351562 seconds RMSE for Neural Network: 257.4165590949587 MAE for Neural Network: 197.76707036634886 Training time for Neural Network: 0.49210500717163086 seconds Testing time for Neural Network: 0.0008540153503417969 seconds RMSE for Neural Network: 0.24568501265302667 MAE for Neural Network: 0.19304884987208965 Training time for Neural Network: 0.6164147853851318 seconds Testing time for Neural Network: 0.0008678436279296875 seconds RMSE for Neural Network: 0.21347120956228 MAE for Neural Network: 0.16912002432636433 Training time for Neural Network: 0.5863561630249023 seconds Testing time for Neural Network: 0.0006968975067138672 seconds RMSE for Neural Network: 0.11349913551484908 MAE for Neural Network: 0.0892341429422347 Training time for Neural Network: 0.5763437747955322 seconds Testing time for Neural Network: 0.0010311603546142578 seconds RMSE for Neural Network: 257.56014657856275 MAE for Neural Network: 197.95392981845734 Training time for Neural Network: 0.3438589572906494 seconds Testing time for Neural Network: 0.0008180141448974609 seconds RMSE for Neural Network: 257.7381539139124 MAE for Neural Network: 198.1854818294004 Training time for Neural Network: 0.6724216938018799 seconds Testing time for Neural Network: 0.0008592605590820312 seconds RMSE for Neural Network: 0.14191297882389606 MAE for Neural Network: 0.11082109679676223 Training time for Neural Network: 0.5718288421630859 seconds Testing time for Neural Network: 0.001338958740234375 seconds RMSE for Neural Network: 257.399787257828 MAE for Neural Network: 197.74523940002976 Training time for Neural Network: 0.6120069026947021 seconds Testing time for Neural Network: 0.0010790824890136719 seconds RMSE for Neural Network: 258.40587984652313 MAE for Neural Network: 199.05307825867888 Training time for Neural Network: 1.167560338973999 seconds Testing time for Neural Network: 0.006537199020385742 seconds RMSE for Neural Network: 256.9356852340008 MAE for Neural Network: 197.1407506622249 Training time for Neural Network: 0.7485721111297607 seconds Testing time for Neural Network: 0.0024700164794921875 seconds RMSE for Neural Network: 256.5980875475951 MAE for Neural Network: 196.70169799237195 Training time for Neural Network: 0.4732522964477539 seconds Testing time for Neural Network: 0.0009248256683349609 seconds RMSE for Neural Network: 258.1686413273163 MAE for Neural Network: 198.74500393668393 Training time for Neural Network: 0.635009765625 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 258.1219362913526 MAE for Neural Network: 198.68433058446533 Training time for Neural Network: 0.6373801231384277 seconds Testing time for Neural Network: 0.0008881092071533203 seconds RMSE for Neural Network: 258.1369043925729 MAE for Neural Network: 198.70377609492053 Training time for Neural Network: 0.55721116065979 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 0.33757971876477727 MAE for Neural Network: 0.2725208607774929 Training time for Neural Network: 0.4994828701019287 seconds Testing time for Neural Network: 0.0009210109710693359 seconds RMSE for Neural Network: 257.47895097848135 MAE for Neural Network: 197.8482737402053 Training time for Neural Network: 0.4877939224243164 seconds Testing time for Neural Network: 0.0014369487762451172 seconds RMSE for Neural Network: 0.2388285780357582 MAE for Neural Network: 0.19197387109755668 Training time for Neural Network: 0.5613250732421875 seconds Testing time for Neural Network: 0.0006859302520751953 seconds RMSE for Neural Network: 256.22949756377216 MAE for Neural Network: 196.22543599543482 Training time for Neural Network: 0.5857939720153809 seconds Testing time for Neural Network: 0.0008819103240966797 seconds RMSE for Neural Network: 256.9692711690567 MAE for Neural Network: 197.18452157853616 Training time for Neural Network: 0.49921584129333496 seconds Testing time for Neural Network: 0.0008780956268310547 seconds RMSE for Neural Network: 0.5263100834152868 MAE for Neural Network: 0.37202163686024375 Training time for Neural Network: 0.5933680534362793 seconds Testing time for Neural Network: 0.0007839202880859375 seconds RMSE for Neural Network: 256.9495699207618 MAE for Neural Network: 197.15884638398668 Training time for Neural Network: 0.594871997833252 seconds Testing time for Neural Network: 0.0008399486541748047 seconds RMSE for Neural Network: 0.4270225932722599 MAE for Neural Network: 0.35317190211473176 Training time for Neural Network: 0.5390148162841797 seconds Testing time for Neural Network: 0.0007891654968261719 seconds RMSE for Neural Network: 0.19758843105509863 MAE for Neural Network: 0.1575194439233767 Training time for Neural Network: 0.5879838466644287 seconds Testing time for Neural Network: 0.0009419918060302734 seconds RMSE for Neural Network: 0.17781941159768141 MAE for Neural Network: 0.13833778718820205 Training time for Neural Network: 0.5939271450042725 seconds Testing time for Neural Network: 0.002624988555908203 seconds RMSE for Neural Network: 15.93740136622812 MAE for Neural Network: 12.855251506244032 Training time for Neural Network: 0.6174120903015137 seconds Testing time for Neural Network: 0.0009846687316894531 seconds RMSE for Neural Network: 256.3921700216073 MAE for Neural Network: 196.43568749489484 Training time for Neural Network: 1.101973056793213 seconds Testing time for Neural Network: 0.0019049644470214844 seconds RMSE for Neural Network: 0.28447048510876505 MAE for Neural Network: 0.2293908690620634 Training time for Neural Network: 0.5859179496765137 seconds Testing time for Neural Network: 0.0010318756103515625 seconds RMSE for Neural Network: 257.8439093775226 MAE for Neural Network: 198.3229962159812 Training time for Neural Network: 0.617034912109375 seconds Testing time for Neural Network: 0.0008912086486816406 seconds RMSE for Neural Network: 0.19825652742498687 MAE for Neural Network: 0.15398637475015087 Training time for Neural Network: 0.6283361911773682 seconds Testing time for Neural Network: 0.0008478164672851562 seconds RMSE for Neural Network: 0.6281349560497399 MAE for Neural Network: 0.49974486351998526 Training time for Neural Network: 0.6321442127227783 seconds Testing time for Neural Network: 0.0009019374847412109 seconds RMSE for Neural Network: 257.3574289066354 MAE for Neural Network: 197.69009949522982 Training time for Neural Network: 0.1710200309753418 seconds Testing time for Neural Network: 0.0004909038543701172 seconds RMSE for Neural Network: 0.40235284422258705 MAE for Neural Network: 0.3104391904882812 Training time for Neural Network: 0.5203549861907959 seconds Testing time for Neural Network: 0.00131988525390625 seconds RMSE for Neural Network: 0.5904976195815664 MAE for Neural Network: 0.46627490495437085 Training time for Neural Network: 0.6661376953125 seconds Testing time for Neural Network: 0.0021491050720214844 seconds RMSE for Neural Network: 0.19530346794887074 MAE for Neural Network: 0.1514148239931353 Training time for Neural Network: 0.611163854598999 seconds Testing time for Neural Network: 0.00335693359375 seconds RMSE for Neural Network: 257.70349144383215 MAE for Neural Network: 198.1404015523872 Training time for Neural Network: 0.550260066986084 seconds Testing time for Neural Network: 0.0014111995697021484 seconds RMSE for Neural Network: 256.74872265605893 MAE for Neural Network: 196.89701828752476 Training time for Neural Network: 1.3593828678131104 seconds Testing time for Neural Network: 0.0013959407806396484 seconds RMSE for Neural Network: 256.7622360057036 MAE for Neural Network: 196.91463902830748 Training time for Neural Network: 0.7042360305786133 seconds Testing time for Neural Network: 0.001703023910522461 seconds RMSE for Neural Network: 0.26057941177372657 MAE for Neural Network: 0.20529489185764582 Training time for Neural Network: 0.20200300216674805 seconds Testing time for Neural Network: 0.0005259513854980469 seconds RMSE for Neural Network: 257.5868031632785 MAE for Neural Network: 197.98861176562042 Training time for Neural Network: 0.7369542121887207 seconds Testing time for Neural Network: 0.0009348392486572266 seconds RMSE for Neural Network: 0.19705408223836093 MAE for Neural Network: 0.150933850541601 Training time for Neural Network: 1.0458600521087646 seconds Testing time for Neural Network: 0.0007028579711914062 seconds RMSE for Neural Network: 0.20902625395013366 MAE for Neural Network: 0.16044381880296726 Training time for Neural Network: 0.9043729305267334 seconds Testing time for Neural Network: 0.0013229846954345703 seconds RMSE for Neural Network: 0.20423275951827843 MAE for Neural Network: 0.15067744850278014 Training time for Neural Network: 0.7159919738769531 seconds Testing time for Neural Network: 0.0015010833740234375 seconds RMSE for Neural Network: 257.3143103804566 MAE for Neural Network: 197.63396355781052 Training time for Neural Network: 0.6589818000793457 seconds Testing time for Neural Network: 0.0007970333099365234 seconds RMSE for Neural Network: 0.2810676730871211 MAE for Neural Network: 0.21982617587062492 Training time for Neural Network: 0.6789791584014893 seconds Testing time for Neural Network: 0.0010628700256347656 seconds RMSE for Neural Network: 258.2662258402771 MAE for Neural Network: 198.87174921235302 Training time for Neural Network: 0.5816469192504883 seconds Testing time for Neural Network: 0.0008442401885986328 seconds RMSE for Neural Network: 256.1568604587216 MAE for Neural Network: 196.13152333288707 Training time for Neural Network: 0.6877782344818115 seconds Testing time for Neural Network: 0.002010822296142578 seconds RMSE for Neural Network: 258.06268261898134 MAE for Neural Network: 198.60734474209437 Training time for Neural Network: 0.7324018478393555 seconds Testing time for Neural Network: 0.0006508827209472656 seconds RMSE for Neural Network: 257.63479830638164 MAE for Neural Network: 198.05105029605355 Training time for Neural Network: 0.6521337032318115 seconds Testing time for Neural Network: 0.0009288787841796875 seconds RMSE for Neural Network: 0.12836634248838402 MAE for Neural Network: 0.09882100043193556 Training time for Neural Network: 0.5471160411834717 seconds Testing time for Neural Network: 0.0010378360748291016 seconds RMSE for Neural Network: 0.40167354995092147 MAE for Neural Network: 0.3230230972494789 Training time for Neural Network: 0.5408077239990234 seconds Testing time for Neural Network: 0.0008311271667480469 seconds RMSE for Neural Network: 0.22372762974835528 MAE for Neural Network: 0.1756579783948827 Training time for Neural Network: 0.6153469085693359 seconds Testing time for Neural Network: 0.001020193099975586 seconds RMSE for Neural Network: 256.37341558721937 MAE for Neural Network: 196.4114524861089 Training time for Neural Network: 0.5732851028442383 seconds Testing time for Neural Network: 0.0008308887481689453 seconds RMSE for Neural Network: 256.84994843721006 MAE for Neural Network: 197.02899593003428 Training time for Neural Network: 0.6502399444580078 seconds Testing time for Neural Network: 0.0009112358093261719 seconds RMSE for Neural Network: 0.37222213911708973 MAE for Neural Network: 0.29942671336005244 Training time for Neural Network: 0.623805046081543 seconds Testing time for Neural Network: 0.0008571147918701172 seconds RMSE for Neural Network: 0.23470023085588612 MAE for Neural Network: 0.18721580408331703 Training time for Neural Network: 0.5591099262237549 seconds Testing time for Neural Network: 0.0013260841369628906 seconds RMSE for Neural Network: 0.27225567435245296 MAE for Neural Network: 0.22057388176696016 Training time for Neural Network: 0.6504111289978027 seconds Testing time for Neural Network: 0.0008518695831298828 seconds RMSE for Neural Network: 256.7367450868745 MAE for Neural Network: 196.8813995856459 Training time for Neural Network: 0.6539387702941895 seconds Testing time for Neural Network: 0.0028061866760253906 seconds RMSE for Neural Network: 257.58322451084746 MAE for Neural Network: 197.98395585098717 Training time for Neural Network: 0.21201515197753906 seconds Testing time for Neural Network: 0.0012431144714355469 seconds RMSE for Neural Network: 0.1724547641079745 MAE for Neural Network: 0.13690814702791423 Training time for Neural Network: 0.6275599002838135 seconds Testing time for Neural Network: 0.0010941028594970703 seconds RMSE for Neural Network: 0.283305170736177 MAE for Neural Network: 0.22989120655087525 Training time for Neural Network: 1.2292969226837158 seconds Testing time for Neural Network: 0.0010647773742675781 seconds RMSE for Neural Network: 0.25671493839174336 MAE for Neural Network: 0.18983195900907934 Training time for Neural Network: 0.6600751876831055 seconds Testing time for Neural Network: 0.0009567737579345703 seconds RMSE for Neural Network: 0.13532943951710621 MAE for Neural Network: 0.1064738823925067 Training time for Neural Network: 0.6684839725494385 seconds Testing time for Neural Network: 0.002012014389038086 seconds RMSE for Neural Network: 257.7927644495568 MAE for Neural Network: 198.2564970626301 Training time for Neural Network: 0.5625030994415283 seconds Testing time for Neural Network: 0.0013568401336669922 seconds RMSE for Neural Network: 0.26871517581026416 MAE for Neural Network: 0.21171199355959958 Training time for Neural Network: 0.617595911026001 seconds Testing time for Neural Network: 0.0020101070404052734 seconds RMSE for Neural Network: 0.24460005940093682 MAE for Neural Network: 0.2036337174992348 Training time for Neural Network: 0.6620378494262695 seconds Testing time for Neural Network: 0.0008482933044433594 seconds RMSE for Neural Network: 0.31937469065931484 MAE for Neural Network: 0.25315463912860925 Training time for Neural Network: 0.6220343112945557 seconds Testing time for Neural Network: 0.0008749961853027344 seconds RMSE for Neural Network: 256.9579430166526 MAE for Neural Network: 197.16975859484464 Training time for Neural Network: 0.6467819213867188 seconds Testing time for Neural Network: 0.0016748905181884766 seconds RMSE for Neural Network: 257.7811315669398 MAE for Neural Network: 198.24137059890379 Training time for Neural Network: 0.6338248252868652 seconds Testing time for Neural Network: 0.0009262561798095703 seconds RMSE for Neural Network: 257.5252897858428 MAE for Neural Network: 197.90857511558795 Training time for Neural Network: 0.5823137760162354 seconds Testing time for Neural Network: 0.0007967948913574219 seconds RMSE for Neural Network: 0.19663683736405263 MAE for Neural Network: 0.138272601245305 Training time for Neural Network: 0.49723196029663086 seconds Testing time for Neural Network: 0.0009937286376953125 seconds RMSE for Neural Network: 0.31173532674861176 MAE for Neural Network: 0.2358487919554889 Training time for Neural Network: 0.6037387847900391 seconds Testing time for Neural Network: 0.0012691020965576172 seconds RMSE for Neural Network: 0.14595698798750867 MAE for Neural Network: 0.11530724052804413 Training time for Neural Network: 1.1657190322875977 seconds Testing time for Neural Network: 0.0010328292846679688 seconds RMSE for Neural Network: 257.904291262866 MAE for Neural Network: 198.4014936355098 Training time for Neural Network: 0.6564333438873291 seconds Testing time for Neural Network: 0.000888824462890625 seconds RMSE for Neural Network: 257.1814574137229 MAE for Neural Network: 197.46096136311752 Training time for Neural Network: 0.6621658802032471 seconds Testing time for Neural Network: 0.0009710788726806641 seconds RMSE for Neural Network: 256.6014566188743 MAE for Neural Network: 196.70604901384337 Training time for Neural Network: 0.5988497734069824 seconds Testing time for Neural Network: 0.0016410350799560547 seconds RMSE for Neural Network: 0.32995669085207036 MAE for Neural Network: 0.24593194665161985 Training time for Neural Network: 0.5946650505065918 seconds Testing time for Neural Network: 0.0009770393371582031 seconds RMSE for Neural Network: 256.3044954617988 MAE for Neural Network: 196.32238123490416 Training time for Neural Network: 0.9324030876159668 seconds Testing time for Neural Network: 0.0009310245513916016 seconds RMSE for Neural Network: 0.12681186871831862 MAE for Neural Network: 0.09908926303368762 Training time for Neural Network: 0.6088287830352783 seconds Testing time for Neural Network: 0.00150299072265625 seconds RMSE for Neural Network: 257.1790456130467 MAE for Neural Network: 197.45782012226704 Training time for Neural Network: 0.6156339645385742 seconds Testing time for Neural Network: 0.0006542205810546875 seconds RMSE for Neural Network: 256.76216527587235 MAE for Neural Network: 196.91454680179012 Training time for Neural Network: 0.7109401226043701 seconds Testing time for Neural Network: 0.0007929801940917969 seconds RMSE for Neural Network: 12.868054199261584 MAE for Neural Network: 10.274665090459704 Training time for Neural Network: 0.17635416984558105 seconds Testing time for Neural Network: 0.0013802051544189453 seconds RMSE for Neural Network: 0.41816462624088063 MAE for Neural Network: 0.3454300073558483 Training time for Neural Network: 0.6487917900085449 seconds Testing time for Neural Network: 0.0009152889251708984 seconds RMSE for Neural Network: 257.46613425971765 MAE for Neural Network: 197.83159382576622 Training time for Neural Network: 0.9355490207672119 seconds Testing time for Neural Network: 0.006506919860839844 seconds RMSE for Neural Network: 0.22746992714308648 MAE for Neural Network: 0.1622444252568479 Training time for Neural Network: 1.048694133758545 seconds Testing time for Neural Network: 0.0023717880249023438 seconds RMSE for Neural Network: 257.3531817416281 MAE for Neural Network: 197.6845704083641 Training time for Neural Network: 0.7346973419189453 seconds Testing time for Neural Network: 0.0014340877532958984 seconds RMSE for Neural Network: 255.91958167000345 MAE for Neural Network: 195.8246295429299 Training time for Neural Network: 0.6282920837402344 seconds Testing time for Neural Network: 0.0008640289306640625 seconds RMSE for Neural Network: 0.31275636105128296 MAE for Neural Network: 0.25207865150110553 Training time for Neural Network: 0.7123429775238037 seconds Testing time for Neural Network: 0.0018758773803710938 seconds RMSE for Neural Network: 257.4551394697587 MAE for Neural Network: 197.8172845440785 Training time for Neural Network: 0.6880490779876709 seconds Testing time for Neural Network: 0.00251007080078125 seconds RMSE for Neural Network: 256.92729124731375 MAE for Neural Network: 197.12981056319717 Training time for Neural Network: 0.736541748046875 seconds Testing time for Neural Network: 0.002079010009765625 seconds RMSE for Neural Network: 256.46902241486526 MAE for Neural Network: 196.53498529994584 Training time for Neural Network: 0.7099130153656006 seconds Testing time for Neural Network: 0.0013570785522460938 seconds RMSE for Neural Network: 0.26727046407611577 MAE for Neural Network: 0.21771015350082698 Training time for Neural Network: 0.769597053527832 seconds Testing time for Neural Network: 0.0008471012115478516 seconds RMSE for Neural Network: 0.2713454863363993 MAE for Neural Network: 0.22609777596708494 Training time for Neural Network: 0.7378759384155273 seconds Testing time for Neural Network: 0.0019109249114990234 seconds RMSE for Neural Network: 0.17630165609560702 MAE for Neural Network: 0.12762931776669473 Training time for Neural Network: 0.5496509075164795 seconds Testing time for Neural Network: 0.0008471012115478516 seconds RMSE for Neural Network: 256.90672850098605 MAE for Neural Network: 197.103009551045 Training time for Neural Network: 0.6134059429168701 seconds Testing time for Neural Network: 0.0024750232696533203 seconds RMSE for Neural Network: 0.2753234433233005 MAE for Neural Network: 0.20919930622648814 Training time for Neural Network: 0.6259360313415527 seconds Testing time for Neural Network: 0.001318216323852539 seconds RMSE for Neural Network: 258.47567855807426 MAE for Neural Network: 199.14368087151786 Training time for Neural Network: 0.6247711181640625 seconds Testing time for Neural Network: 0.0014240741729736328 seconds RMSE for Neural Network: 255.9942182690171 MAE for Neural Network: 195.9211746962472 Training time for Neural Network: 0.5774099826812744 seconds Testing time for Neural Network: 0.0009310245513916016 seconds RMSE for Neural Network: 0.2704707529028733 MAE for Neural Network: 0.21545650176691533 Training time for Neural Network: 0.6292228698730469 seconds Testing time for Neural Network: 0.0009410381317138672 seconds RMSE for Neural Network: 0.14964722017746382 MAE for Neural Network: 0.11782748785679456 Training time for Neural Network: 0.365811824798584 seconds Testing time for Neural Network: 0.003972053527832031 seconds RMSE for Neural Network: 257.3333159142303 MAE for Neural Network: 197.65870763620072 Training time for Neural Network: 0.645927906036377 seconds Testing time for Neural Network: 0.0009300708770751953 seconds RMSE for Neural Network: 257.7289041934582 MAE for Neural Network: 198.17345251511557 Training time for Neural Network: 0.5552282333374023 seconds Testing time for Neural Network: 0.0008387565612792969 seconds RMSE for Neural Network: 0.4007666380101441 MAE for Neural Network: 0.32309886538365157 Training time for Neural Network: 0.5528488159179688 seconds Testing time for Neural Network: 0.0008862018585205078 seconds RMSE for Neural Network: 0.38136027457660165 MAE for Neural Network: 0.3067037652506937 Training time for Neural Network: 0.5958209037780762 seconds Testing time for Neural Network: 0.0009047985076904297 seconds RMSE for Neural Network: 0.1697307789239067 MAE for Neural Network: 0.11687124411066772 Training time for Neural Network: 0.5865240097045898 seconds Testing time for Neural Network: 0.0007059574127197266 seconds RMSE for Neural Network: 257.9964682160344 MAE for Neural Network: 198.52130071341782 Training time for Neural Network: 0.5492339134216309 seconds Testing time for Neural Network: 0.0009028911590576172 seconds RMSE for Neural Network: 257.6557118265202 MAE for Neural Network: 198.07825489394548 Training time for Neural Network: 0.5448708534240723 seconds Testing time for Neural Network: 0.0009179115295410156 seconds RMSE for Neural Network: 0.20647565050220504 MAE for Neural Network: 0.16216996768165182 Training time for Neural Network: 0.6420230865478516 seconds Testing time for Neural Network: 0.0008728504180908203 seconds RMSE for Neural Network: 257.9594226645457 MAE for Neural Network: 198.47315427136667 Training time for Neural Network: 1.2859761714935303 seconds Testing time for Neural Network: 0.0008869171142578125 seconds RMSE for Neural Network: 0.15895682713277426 MAE for Neural Network: 0.12285517777838625 Training time for Neural Network: 0.1626145839691162 seconds Testing time for Neural Network: 0.00047397613525390625 seconds RMSE for Neural Network: 256.4988472761063 MAE for Neural Network: 196.57351513719183 Training time for Neural Network: 0.5050811767578125 seconds Testing time for Neural Network: 0.0007569789886474609 seconds RMSE for Neural Network: 255.9345771915447 MAE for Neural Network: 195.8440159306856 Training time for Neural Network: 1.8091301918029785 seconds Testing time for Neural Network: 0.0009109973907470703 seconds RMSE for Neural Network: 0.2357779381874063 MAE for Neural Network: 0.186499773268317 Training time for Neural Network: 0.7615261077880859 seconds Testing time for Neural Network: 0.0012218952178955078 seconds RMSE for Neural Network: 0.46465073103311433 MAE for Neural Network: 0.3933347160049267 Training time for Neural Network: 0.586867094039917 seconds Testing time for Neural Network: 0.0008759498596191406 seconds RMSE for Neural Network: 257.93796081422863 MAE for Neural Network: 198.44525908673802 Training time for Neural Network: 0.6348972320556641 seconds Testing time for Neural Network: 0.0035970211029052734 seconds RMSE for Neural Network: 258.39147520415156 MAE for Neural Network: 199.03437814402233 Training time for Neural Network: 1.126115083694458 seconds Testing time for Neural Network: 0.0013580322265625 seconds RMSE for Neural Network: 255.9846311699602 MAE for Neural Network: 195.90877254689752 Training time for Neural Network: 0.5750548839569092 seconds Testing time for Neural Network: 0.0007061958312988281 seconds RMSE for Neural Network: 0.3075602910660348 MAE for Neural Network: 0.25783852130415874 Training time for Neural Network: 0.6347899436950684 seconds Testing time for Neural Network: 0.0009021759033203125 seconds RMSE for Neural Network: 0.20141620651577455 MAE for Neural Network: 0.15067032197357969 Training time for Neural Network: 0.6374270915985107 seconds Testing time for Neural Network: 0.0008759498596191406 seconds RMSE for Neural Network: 0.2017566385329534 MAE for Neural Network: 0.1534838469769779 Training time for Neural Network: 0.5585331916809082 seconds Testing time for Neural Network: 0.0009028911590576172 seconds RMSE for Neural Network: 0.2777718382432594 MAE for Neural Network: 0.2064387947823452 Training time for Neural Network: 0.641960859298706 seconds Testing time for Neural Network: 0.0009229183197021484 seconds RMSE for Neural Network: 0.24942047812959353 MAE for Neural Network: 0.19672467649893538 Training time for Neural Network: 0.8379409313201904 seconds Testing time for Neural Network: 0.0019140243530273438 seconds RMSE for Neural Network: 0.22723432837793087 MAE for Neural Network: 0.18148580633323427 Training time for Neural Network: 0.6230456829071045 seconds Testing time for Neural Network: 0.0009381771087646484 seconds RMSE for Neural Network: 257.0817665921473 MAE for Neural Network: 197.33110231065777 Training time for Neural Network: 0.7176578044891357 seconds Testing time for Neural Network: 0.0009169578552246094 seconds RMSE for Neural Network: 0.4403556445595961 MAE for Neural Network: 0.3245186777122633 Training time for Neural Network: 0.711543083190918 seconds Testing time for Neural Network: 0.0013911724090576172 seconds RMSE for Neural Network: 256.7635572136885 MAE for Neural Network: 196.91636178344115 Training time for Neural Network: 0.7866969108581543 seconds Testing time for Neural Network: 0.002766847610473633 seconds RMSE for Neural Network: 0.17791290730494821 MAE for Neural Network: 0.13135314956967487 Training time for Neural Network: 1.005075216293335 seconds Testing time for Neural Network: 0.009589672088623047 seconds RMSE for Neural Network: 0.19017368763768688 MAE for Neural Network: 0.1494604318743443 Training time for Neural Network: 0.9551427364349365 seconds Testing time for Neural Network: 0.0006463527679443359 seconds RMSE for Neural Network: 0.22139557269282353 MAE for Neural Network: 0.16234273960255877 Training time for Neural Network: 0.8007099628448486 seconds Testing time for Neural Network: 0.001834869384765625 seconds RMSE for Neural Network: 0.20740531887935748 MAE for Neural Network: 0.16559824541290588 Training time for Neural Network: 0.25188302993774414 seconds Testing time for Neural Network: 0.0006248950958251953 seconds RMSE for Neural Network: 257.20300616072905 MAE for Neural Network: 197.4890265384789 Training time for Neural Network: 1.1896090507507324 seconds Testing time for Neural Network: 0.0008730888366699219 seconds RMSE for Neural Network: 256.8818272415089 MAE for Neural Network: 197.07055181314246 Training time for Neural Network: 0.7815837860107422 seconds Testing time for Neural Network: 0.0006542205810546875 seconds RMSE for Neural Network: 0.18366359201232949 MAE for Neural Network: 0.14530352726434237 Training time for Neural Network: 0.6691548824310303 seconds Testing time for Neural Network: 0.0017731189727783203 seconds RMSE for Neural Network: 0.23776278190839864 MAE for Neural Network: 0.1907374877570859 Training time for Neural Network: 0.7802882194519043 seconds Testing time for Neural Network: 0.0007658004760742188 seconds RMSE for Neural Network: 0.2597014515694479 MAE for Neural Network: 0.20038445327144194 Training time for Neural Network: 0.6769959926605225 seconds Testing time for Neural Network: 0.0009920597076416016 seconds RMSE for Neural Network: 257.0392271580313 MAE for Neural Network: 197.27567899515137 Training time for Neural Network: 0.7663381099700928 seconds Testing time for Neural Network: 0.0034821033477783203 seconds RMSE for Neural Network: 257.73914231321794 MAE for Neural Network: 198.18676723069382 Training time for Neural Network: 0.7709970474243164 seconds Testing time for Neural Network: 0.0007736682891845703 seconds RMSE for Neural Network: 0.3272224877663667 MAE for Neural Network: 0.27193562051598547 Training time for Neural Network: 0.8443748950958252 seconds Testing time for Neural Network: 0.0021779537200927734 seconds RMSE for Neural Network: 0.1311355627441288 MAE for Neural Network: 0.09458635236245609 Training time for Neural Network: 0.6532349586486816 seconds Testing time for Neural Network: 0.0006411075592041016 seconds RMSE for Neural Network: 256.4027462307459 MAE for Neural Network: 196.44935382038182 Training time for Neural Network: 0.8151340484619141 seconds Testing time for Neural Network: 0.0007960796356201172 seconds RMSE for Neural Network: 0.35281831162598387 MAE for Neural Network: 0.2814409603062887 Training time for Neural Network: 0.6971120834350586 seconds Testing time for Neural Network: 0.0011799335479736328 seconds RMSE for Neural Network: 0.28659593240014236 MAE for Neural Network: 0.22951192501819903 Training time for Neural Network: 0.7284388542175293 seconds Testing time for Neural Network: 0.004240989685058594 seconds RMSE for Neural Network: 0.1302680945771883 MAE for Neural Network: 0.10159275763615011 Training time for Neural Network: 0.7414309978485107 seconds Testing time for Neural Network: 0.003968954086303711 seconds RMSE for Neural Network: 0.3733640766395522 MAE for Neural Network: 0.2875641775177104 Training time for Neural Network: 0.7840147018432617 seconds Testing time for Neural Network: 0.0014731884002685547 seconds RMSE for Neural Network: 257.99650046475233 MAE for Neural Network: 198.52134262355503 Training time for Neural Network: 0.8096592426300049 seconds Testing time for Neural Network: 0.0024557113647460938 seconds RMSE for Neural Network: 258.2981218236317 MAE for Neural Network: 198.91316940468184 Training time for Neural Network: 0.186784029006958 seconds Testing time for Neural Network: 0.0005376338958740234 seconds RMSE for Neural Network: 0.2776987590229581 MAE for Neural Network: 0.22580108525802267 Training time for Neural Network: 0.6618008613586426 seconds Testing time for Neural Network: 0.0028901100158691406 seconds RMSE for Neural Network: 256.94244994981244 MAE for Neural Network: 197.1495671088625 Training time for Neural Network: 0.684499979019165 seconds Testing time for Neural Network: 0.0011491775512695312 seconds RMSE for Neural Network: 0.26017393001948635 MAE for Neural Network: 0.2045951358961552 Training time for Neural Network: 0.7752909660339355 seconds Testing time for Neural Network: 0.0009441375732421875 seconds RMSE for Neural Network: 0.22053722019006777 MAE for Neural Network: 0.1778661936584424 Training time for Neural Network: 0.7010209560394287 seconds Testing time for Neural Network: 0.0008480548858642578 seconds RMSE for Neural Network: 0.2828941631420772 MAE for Neural Network: 0.22594899098598198 Training time for Neural Network: 0.5987451076507568 seconds Testing time for Neural Network: 0.0008320808410644531 seconds RMSE for Neural Network: 0.30330276037243 MAE for Neural Network: 0.2337883991441597 Training time for Neural Network: 1.2714447975158691 seconds Testing time for Neural Network: 0.0009319782257080078 seconds RMSE for Neural Network: 0.2947879172183409 MAE for Neural Network: 0.24336625462615458 Training time for Neural Network: 0.6576128005981445 seconds Testing time for Neural Network: 0.0006680488586425781 seconds RMSE for Neural Network: 0.12347571985627331 MAE for Neural Network: 0.10072779612357138 Training time for Neural Network: 0.6392199993133545 seconds Testing time for Neural Network: 0.0008790493011474609 seconds RMSE for Neural Network: 0.27871907674286556 MAE for Neural Network: 0.22070569665314882 Training time for Neural Network: 0.6399171352386475 seconds Testing time for Neural Network: 0.002313852310180664 seconds RMSE for Neural Network: 257.0167340271525 MAE for Neural Network: 197.2463708030747 Training time for Neural Network: 0.676844596862793 seconds Testing time for Neural Network: 0.0008933544158935547 seconds RMSE for Neural Network: 0.2819871932835681 MAE for Neural Network: 0.2243132634626559 Training time for Neural Network: 1.1735451221466064 seconds Testing time for Neural Network: 0.002002716064453125 seconds RMSE for Neural Network: 257.2734103271246 MAE for Neural Network: 197.58070980323214 Training time for Neural Network: 0.6772892475128174 seconds Testing time for Neural Network: 0.0007078647613525391 seconds RMSE for Neural Network: 258.06370518101966 MAE for Neural Network: 198.60867341774437 Training time for Neural Network: 0.6046581268310547 seconds Testing time for Neural Network: 0.0011188983917236328 seconds RMSE for Neural Network: 0.2648938456178345 MAE for Neural Network: 0.20602646997547308 Training time for Neural Network: 0.6467688083648682 seconds Testing time for Neural Network: 0.0018527507781982422 seconds RMSE for Neural Network: 257.4753962794862 MAE for Neural Network: 197.8436476470206 Training time for Neural Network: 0.5946459770202637 seconds Testing time for Neural Network: 0.0009107589721679688 seconds RMSE for Neural Network: 257.1131722303788 MAE for Neural Network: 197.37201564398237 Training time for Neural Network: 0.565803050994873 seconds Testing time for Neural Network: 0.0019609928131103516 seconds RMSE for Neural Network: 0.39844085225062315 MAE for Neural Network: 0.31787183693784316 Training time for Neural Network: 0.616995096206665 seconds Testing time for Neural Network: 0.0013659000396728516 seconds RMSE for Neural Network: 0.1285019861747204 MAE for Neural Network: 0.09948969075297029 Training time for Neural Network: 0.19360804557800293 seconds Testing time for Neural Network: 0.0006437301635742188 seconds RMSE for Neural Network: 257.4097468158646 MAE for Neural Network: 197.75820332114552 Training time for Neural Network: 0.650223970413208 seconds Testing time for Neural Network: 0.0013890266418457031 seconds RMSE for Neural Network: 0.21864156752720562 MAE for Neural Network: 0.16881720702072633 Training time for Neural Network: 0.5688478946685791 seconds Testing time for Neural Network: 0.0007722377777099609 seconds RMSE for Neural Network: 0.2658350709039874 MAE for Neural Network: 0.2116445554085223 Training time for Neural Network: 0.708453893661499 seconds Testing time for Neural Network: 0.0009398460388183594 seconds RMSE for Neural Network: 256.9198565462002 MAE for Neural Network: 197.12012051721183 Training time for Neural Network: 0.6977329254150391 seconds Testing time for Neural Network: 0.0011157989501953125 seconds RMSE for Neural Network: 256.38756984048604 MAE for Neural Network: 196.42974312665126 Training time for Neural Network: 0.7193882465362549 seconds Testing time for Neural Network: 0.0029129981994628906 seconds RMSE for Neural Network: 258.1601760175147 MAE for Neural Network: 198.7340074229727 Training time for Neural Network: 0.6703879833221436 seconds Testing time for Neural Network: 0.0031092166900634766 seconds RMSE for Neural Network: 0.1976233212050199 MAE for Neural Network: 0.14717763592445088 Training time for Neural Network: 0.7117891311645508 seconds Testing time for Neural Network: 0.0016510486602783203 seconds RMSE for Neural Network: 256.3742322559633 MAE for Neural Network: 196.41250783446358 Training time for Neural Network: 0.7115330696105957 seconds Testing time for Neural Network: 0.0032820701599121094 seconds RMSE for Neural Network: 0.18179712290514105 MAE for Neural Network: 0.12882014159998373 Training time for Neural Network: 0.6872918605804443 seconds Testing time for Neural Network: 0.0013720989227294922 seconds RMSE for Neural Network: 258.2135975567774 MAE for Neural Network: 198.8033983316518 Training time for Neural Network: 0.6767480373382568 seconds Testing time for Neural Network: 0.0009250640869140625 seconds RMSE for Neural Network: 256.6083007137749 MAE for Neural Network: 196.71488776658987 Training time for Neural Network: 1.2179300785064697 seconds Testing time for Neural Network: 0.0006308555603027344 seconds RMSE for Neural Network: 0.2868925894505665 MAE for Neural Network: 0.22492011250399102 Training time for Neural Network: 0.6507210731506348 seconds Testing time for Neural Network: 0.0010230541229248047 seconds RMSE for Neural Network: 0.20559530205206902 MAE for Neural Network: 0.16603139295056504 Training time for Neural Network: 0.7112886905670166 seconds Testing time for Neural Network: 0.0009770393371582031 seconds RMSE for Neural Network: 256.5759518485976 MAE for Neural Network: 196.67310962096803 Training time for Neural Network: 0.5914580821990967 seconds Testing time for Neural Network: 0.0008261203765869141 seconds RMSE for Neural Network: 0.16069139282062214 MAE for Neural Network: 0.12305251232649067 Training time for Neural Network: 0.38244104385375977 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 256.21819261699534 MAE for Neural Network: 196.2108210406512 Training time for Neural Network: 0.6211562156677246 seconds Testing time for Neural Network: 0.0008249282836914062 seconds RMSE for Neural Network: 0.21567977195918642 MAE for Neural Network: 0.16453767500156138 Training time for Neural Network: 0.46843719482421875 seconds Testing time for Neural Network: 0.0007648468017578125 seconds RMSE for Neural Network: 0.5797302706037271 MAE for Neural Network: 0.4494613129773512 Training time for Neural Network: 0.5821969509124756 seconds Testing time for Neural Network: 0.0007059574127197266 seconds RMSE for Neural Network: 257.11334666245 MAE for Neural Network: 197.372242873625 Training time for Neural Network: 0.6314620971679688 seconds Testing time for Neural Network: 0.0007848739624023438 seconds RMSE for Neural Network: 0.11155412977798529 MAE for Neural Network: 0.08747522462610917 Training time for Neural Network: 0.5578391551971436 seconds Testing time for Neural Network: 0.0008559226989746094 seconds RMSE for Neural Network: 0.18818558340361907 MAE for Neural Network: 0.1508427814988254 Training time for Neural Network: 0.4581007957458496 seconds Testing time for Neural Network: 0.0008258819580078125 seconds RMSE for Neural Network: 258.16778902173013 MAE for Neural Network: 198.7438967952691 Training time for Neural Network: 0.6077301502227783 seconds Testing time for Neural Network: 0.0011620521545410156 seconds RMSE for Neural Network: 257.2362814395743 MAE for Neural Network: 197.53236118130087 Training time for Neural Network: 0.6294689178466797 seconds Testing time for Neural Network: 0.0008921623229980469 seconds RMSE for Neural Network: 257.01704394144224 MAE for Neural Network: 197.2467746286292 Training time for Neural Network: 0.6535789966583252 seconds Testing time for Neural Network: 0.0011713504791259766 seconds RMSE for Neural Network: 258.32999095232304 MAE for Neural Network: 198.9545512181798 Training time for Neural Network: 0.6140458583831787 seconds Testing time for Neural Network: 0.0008749961853027344 seconds RMSE for Neural Network: 255.8779985786361 MAE for Neural Network: 195.77299696685705 Training time for Neural Network: 0.5648660659790039 seconds Testing time for Neural Network: 0.0006611347198486328 seconds RMSE for Neural Network: 256.41284695745424 MAE for Neural Network: 196.462405368536 Training time for Neural Network: 0.6552679538726807 seconds Testing time for Neural Network: 0.0008769035339355469 seconds RMSE for Neural Network: 0.23086452364275906 MAE for Neural Network: 0.17864040418125846 Training time for Neural Network: 0.5866210460662842 seconds Testing time for Neural Network: 0.0024559497833251953 seconds RMSE for Neural Network: 257.2136741257394 MAE for Neural Network: 197.50291993350896 Training time for Neural Network: 0.5385317802429199 seconds Testing time for Neural Network: 0.0006690025329589844 seconds RMSE for Neural Network: 258.3400798955893 MAE for Neural Network: 198.96765090199835 Training time for Neural Network: 0.6413888931274414 seconds Testing time for Neural Network: 0.0009140968322753906 seconds RMSE for Neural Network: 256.28658036540367 MAE for Neural Network: 196.29922529274543 Training time for Neural Network: 0.5951669216156006 seconds Testing time for Neural Network: 0.0009150505065917969 seconds RMSE for Neural Network: 0.45982559927365624 MAE for Neural Network: 0.36944045325255287 Training time for Neural Network: 0.5786669254302979 seconds Testing time for Neural Network: 0.0009033679962158203 seconds RMSE for Neural Network: 19.644309263281354 MAE for Neural Network: 15.60705403134927 Training time for Neural Network: 0.674382209777832 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 258.2796289131807 MAE for Neural Network: 198.88915489923104 Training time for Neural Network: 0.6766080856323242 seconds Testing time for Neural Network: 0.0007958412170410156 seconds RMSE for Neural Network: 256.08954905393944 MAE for Neural Network: 196.04447949716723 Training time for Neural Network: 0.6085052490234375 seconds Testing time for Neural Network: 0.0009107589721679688 seconds RMSE for Neural Network: 257.73772968036224 MAE for Neural Network: 198.18493011777528 Training time for Neural Network: 0.5248613357543945 seconds Testing time for Neural Network: 0.0010218620300292969 seconds RMSE for Neural Network: 0.18913399581238888 MAE for Neural Network: 0.14875971351206663 Training time for Neural Network: 1.2504069805145264 seconds Testing time for Neural Network: 0.0010151863098144531 seconds RMSE for Neural Network: 256.6966729561129 MAE for Neural Network: 196.8291419778524 Training time for Neural Network: 0.5980517864227295 seconds Testing time for Neural Network: 0.0006670951843261719 seconds RMSE for Neural Network: 0.1660227139346074 MAE for Neural Network: 0.1298111547487997 Training time for Neural Network: 1.166883945465088 seconds Testing time for Neural Network: 0.0008480548858642578 seconds RMSE for Neural Network: 257.2518674391239 MAE for Neural Network: 197.5526576027682 Training time for Neural Network: 0.5637969970703125 seconds Testing time for Neural Network: 0.0014159679412841797 seconds RMSE for Neural Network: 256.3880085637017 MAE for Neural Network: 196.4303100493823 Training time for Neural Network: 0.5987169742584229 seconds Testing time for Neural Network: 0.0009338855743408203 seconds RMSE for Neural Network: 256.7581392746575 MAE for Neural Network: 196.90929716187705 Training time for Neural Network: 0.18267393112182617 seconds Testing time for Neural Network: 0.0005180835723876953 seconds RMSE for Neural Network: 256.05125157453426 MAE for Neural Network: 195.99494784502323 Training time for Neural Network: 0.5589427947998047 seconds Testing time for Neural Network: 0.001428842544555664 seconds RMSE for Neural Network: 258.4275263351391 MAE for Neural Network: 199.08117839891094 Training time for Neural Network: 0.5929999351501465 seconds Testing time for Neural Network: 0.0024290084838867188 seconds RMSE for Neural Network: 256.9769961987568 MAE for Neural Network: 197.1945886689994 Training time for Neural Network: 0.6083877086639404 seconds Testing time for Neural Network: 0.0011272430419921875 seconds RMSE for Neural Network: 256.4495097949844 MAE for Neural Network: 196.50977583142958 Training time for Neural Network: 0.572746992111206 seconds Testing time for Neural Network: 0.0008289813995361328 seconds RMSE for Neural Network: 0.16763018290712073 MAE for Neural Network: 0.13054558775461017 Training time for Neural Network: 0.608151912689209 seconds Testing time for Neural Network: 0.002161264419555664 seconds RMSE for Neural Network: 0.32016148054755733 MAE for Neural Network: 0.26322398659859714 Training time for Neural Network: 0.5947408676147461 seconds Testing time for Neural Network: 0.0009059906005859375 seconds RMSE for Neural Network: 256.1713314698891 MAE for Neural Network: 196.15023443171035 Training time for Neural Network: 0.6493668556213379 seconds Testing time for Neural Network: 0.0012772083282470703 seconds RMSE for Neural Network: 257.075237951627 MAE for Neural Network: 197.32259676196657 Training time for Neural Network: 0.5302119255065918 seconds Testing time for Neural Network: 0.0008270740509033203 seconds RMSE for Neural Network: 0.41983805461837626 MAE for Neural Network: 0.330493751258207 Training time for Neural Network: 0.7482607364654541 seconds Testing time for Neural Network: 0.0008819103240966797 seconds RMSE for Neural Network: 258.18148721839526 MAE for Neural Network: 198.76169039154004 Training time for Neural Network: 0.7002580165863037 seconds Testing time for Neural Network: 0.0020449161529541016 seconds RMSE for Neural Network: 258.07747499469224 MAE for Neural Network: 198.62656500235815 Training time for Neural Network: 0.7523891925811768 seconds Testing time for Neural Network: 0.0012700557708740234 seconds RMSE for Neural Network: 258.17352403088216 MAE for Neural Network: 198.75134649990295 Training time for Neural Network: 0.567126989364624 seconds Testing time for Neural Network: 0.0018188953399658203 seconds RMSE for Neural Network: 0.33253127659029613 MAE for Neural Network: 0.26181854088111145 Training time for Neural Network: 0.6384727954864502 seconds Testing time for Neural Network: 0.0009090900421142578 seconds RMSE for Neural Network: 257.1707454333746 MAE for Neural Network: 197.44700942723233 Training time for Neural Network: 0.6373178958892822 seconds Testing time for Neural Network: 0.0012061595916748047 seconds RMSE for Neural Network: 256.01499952754233 MAE for Neural Network: 195.9480568069849 Training time for Neural Network: 0.7746670246124268 seconds Testing time for Neural Network: 0.0008199214935302734 seconds RMSE for Neural Network: 0.6522387097383108 MAE for Neural Network: 0.495671694196309 Training time for Neural Network: 0.5639050006866455 seconds Testing time for Neural Network: 0.00061798095703125 seconds RMSE for Neural Network: 256.96659158887127 MAE for Neural Network: 197.18102955863114 Training time for Neural Network: 0.7004251480102539 seconds Testing time for Neural Network: 0.0008649826049804688 seconds RMSE for Neural Network: 0.2390916214183894 MAE for Neural Network: 0.1892267996796582 Training time for Neural Network: 0.668179988861084 seconds Testing time for Neural Network: 0.001402139663696289 seconds RMSE for Neural Network: 0.31842153014121727 MAE for Neural Network: 0.25248120383472006 Training time for Neural Network: 1.3276550769805908 seconds Testing time for Neural Network: 0.0009310245513916016 seconds RMSE for Neural Network: 0.4823298235638135 MAE for Neural Network: 0.3875763591768985 Training time for Neural Network: 0.9366042613983154 seconds Testing time for Neural Network: 0.0008547306060791016 seconds RMSE for Neural Network: 256.17262013819084 MAE for Neural Network: 196.15190065089737 Training time for Neural Network: 0.5713260173797607 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 0.31723663017918474 MAE for Neural Network: 0.23804216020429206 Training time for Neural Network: 0.6432340145111084 seconds Testing time for Neural Network: 0.0025649070739746094 seconds RMSE for Neural Network: 0.15836713063313435 MAE for Neural Network: 0.12044405754021442 Training time for Neural Network: 0.6480569839477539 seconds Testing time for Neural Network: 0.002736330032348633 seconds RMSE for Neural Network: 258.4732944050453 MAE for Neural Network: 199.14058638458718 Training time for Neural Network: 0.6572301387786865 seconds Testing time for Neural Network: 0.0009396076202392578 seconds RMSE for Neural Network: 0.23847115455441603 MAE for Neural Network: 0.1946181054689162 Training time for Neural Network: 0.6268231868743896 seconds Testing time for Neural Network: 0.00179290771484375 seconds RMSE for Neural Network: 258.1677718769878 MAE for Neural Network: 198.74387452429426 Training time for Neural Network: 0.523015022277832 seconds Testing time for Neural Network: 0.0008699893951416016 seconds RMSE for Neural Network: 258.44889605481234 MAE for Neural Network: 199.10891767309468 Training time for Neural Network: 0.6330509185791016 seconds Testing time for Neural Network: 0.0006892681121826172 seconds RMSE for Neural Network: 257.1313721213511 MAE for Neural Network: 197.39572374803035 Training time for Neural Network: 0.634037971496582 seconds Testing time for Neural Network: 0.0009369850158691406 seconds RMSE for Neural Network: 0.14463308839339603 MAE for Neural Network: 0.1149993093168885 Training time for Neural Network: 0.6049528121948242 seconds Testing time for Neural Network: 0.0009081363677978516 seconds RMSE for Neural Network: 257.9498535458034 MAE for Neural Network: 198.4607169424252 Training time for Neural Network: 0.5191459655761719 seconds Testing time for Neural Network: 0.000682830810546875 seconds RMSE for Neural Network: 0.18497613743121885 MAE for Neural Network: 0.14774553958467482 Training time for Neural Network: 0.5920331478118896 seconds Testing time for Neural Network: 0.0009396076202392578 seconds RMSE for Neural Network: 257.9695468756481 MAE for Neural Network: 198.486312727672 Training time for Neural Network: 0.6462090015411377 seconds Testing time for Neural Network: 0.0006866455078125 seconds RMSE for Neural Network: 257.63314474884726 MAE for Neural Network: 198.04889926020908 Training time for Neural Network: 0.5572140216827393 seconds Testing time for Neural Network: 0.000659942626953125 seconds RMSE for Neural Network: 0.21015970636397 MAE for Neural Network: 0.16642920954292925 Training time for Neural Network: 0.6599841117858887 seconds Testing time for Neural Network: 0.0013799667358398438 seconds RMSE for Neural Network: 0.16082661039132753 MAE for Neural Network: 0.12158472141690674 Training time for Neural Network: 0.4762299060821533 seconds Testing time for Neural Network: 0.0006079673767089844 seconds RMSE for Neural Network: 256.5351602797846 MAE for Neural Network: 196.62042256019325 Training time for Neural Network: 0.6374189853668213 seconds Testing time for Neural Network: 0.0008282661437988281 seconds RMSE for Neural Network: 0.2432857269842478 MAE for Neural Network: 0.19474121020240762 Training time for Neural Network: 0.6367290019989014 seconds Testing time for Neural Network: 0.0006778240203857422 seconds RMSE for Neural Network: 257.90991448020645 MAE for Neural Network: 198.40880326282752 Training time for Neural Network: 0.6401669979095459 seconds Testing time for Neural Network: 0.0009658336639404297 seconds RMSE for Neural Network: 256.68856526994836 MAE for Neural Network: 196.81856814168862 Training time for Neural Network: 0.6287479400634766 seconds Testing time for Neural Network: 0.0015072822570800781 seconds RMSE for Neural Network: 0.2838606476006394 MAE for Neural Network: 0.22826258858841683 Training time for Neural Network: 0.665956974029541 seconds Testing time for Neural Network: 0.0009832382202148438 seconds RMSE for Neural Network: 0.26436358305986457 MAE for Neural Network: 0.20839733034236943 Training time for Neural Network: 0.6530568599700928 seconds Testing time for Neural Network: 0.0009298324584960938 seconds RMSE for Neural Network: 0.31280110829724334 MAE for Neural Network: 0.250314033424649 Training time for Neural Network: 0.6133089065551758 seconds Testing time for Neural Network: 0.0008561611175537109 seconds RMSE for Neural Network: 256.2877344948664 MAE for Neural Network: 196.30071708325718 Training time for Neural Network: 1.2356808185577393 seconds Testing time for Neural Network: 0.0021886825561523438 seconds RMSE for Neural Network: 257.4973854702711 MAE for Neural Network: 197.87226371835288 Training time for Neural Network: 0.8905558586120605 seconds Testing time for Neural Network: 0.001405954360961914 seconds RMSE for Neural Network: 256.93515366204286 MAE for Neural Network: 197.1400578582079 Training time for Neural Network: 0.6895298957824707 seconds Testing time for Neural Network: 0.001889944076538086 seconds RMSE for Neural Network: 258.42454923889744 MAE for Neural Network: 199.07731381131137 Training time for Neural Network: 0.6229438781738281 seconds Testing time for Neural Network: 0.0008132457733154297 seconds RMSE for Neural Network: 258.3685693510768 MAE for Neural Network: 199.00464028138188 Training time for Neural Network: 0.5439069271087646 seconds Testing time for Neural Network: 0.0009021759033203125 seconds RMSE for Neural Network: 258.47179266102864 MAE for Neural Network: 199.13863720133716 Training time for Neural Network: 0.5865306854248047 seconds Testing time for Neural Network: 0.0008530616760253906 seconds RMSE for Neural Network: 0.20326227675696046 MAE for Neural Network: 0.1612184420028729 Training time for Neural Network: 0.5611090660095215 seconds Testing time for Neural Network: 0.0006327629089355469 seconds RMSE for Neural Network: 0.42346290061902186 MAE for Neural Network: 0.31468176680098564 Training time for Neural Network: 0.6651298999786377 seconds Testing time for Neural Network: 0.0009210109710693359 seconds RMSE for Neural Network: 255.88346998432527 MAE for Neural Network: 195.7797909997528 Training time for Neural Network: 0.5792157649993896 seconds Testing time for Neural Network: 0.0013942718505859375 seconds RMSE for Neural Network: 256.6198678962951 MAE for Neural Network: 196.72982573784154 Training time for Neural Network: 0.6873810291290283 seconds Testing time for Neural Network: 0.0014939308166503906 seconds RMSE for Neural Network: 256.46439384072346 MAE for Neural Network: 196.52900550254245 Training time for Neural Network: 0.7221202850341797 seconds Testing time for Neural Network: 0.0070841312408447266 seconds RMSE for Neural Network: 257.6573509171046 MAE for Neural Network: 198.0803869811951 Training time for Neural Network: 0.6607458591461182 seconds Testing time for Neural Network: 0.0007171630859375 seconds RMSE for Neural Network: 0.2506423650913626 MAE for Neural Network: 0.1921554277579548 Training time for Neural Network: 0.5819699764251709 seconds Testing time for Neural Network: 0.0008091926574707031 seconds RMSE for Neural Network: 256.27364680667546 MAE for Neural Network: 196.2825074681707 Training time for Neural Network: 0.6542210578918457 seconds Testing time for Neural Network: 0.0014469623565673828 seconds RMSE for Neural Network: 0.21535631067064182 MAE for Neural Network: 0.170727130039693 Training time for Neural Network: 0.6704239845275879 seconds Testing time for Neural Network: 0.0020432472229003906 seconds RMSE for Neural Network: 257.55293083114657 MAE for Neural Network: 197.94454123494637 Training time for Neural Network: 0.6995139122009277 seconds Testing time for Neural Network: 0.0011360645294189453 seconds RMSE for Neural Network: 0.2746368140089113 MAE for Neural Network: 0.22106988197353455 Training time for Neural Network: 0.8131101131439209 seconds Testing time for Neural Network: 0.0018258094787597656 seconds RMSE for Neural Network: 256.3782342467706 MAE for Neural Network: 196.41767941291528 Training time for Neural Network: 0.7614467144012451 seconds Testing time for Neural Network: 0.0009212493896484375 seconds RMSE for Neural Network: 0.21500451094242215 MAE for Neural Network: 0.17002912173500573 Training time for Neural Network: 0.6988668441772461 seconds Testing time for Neural Network: 0.0008871555328369141 seconds RMSE for Neural Network: 0.11508442352108851 MAE for Neural Network: 0.088275312329087 Training time for Neural Network: 0.70169997215271 seconds Testing time for Neural Network: 0.0019371509552001953 seconds RMSE for Neural Network: 0.48120549350513414 MAE for Neural Network: 0.37470255566613986 Training time for Neural Network: 0.6962728500366211 seconds Testing time for Neural Network: 0.0007920265197753906 seconds RMSE for Neural Network: 256.1294944732102 MAE for Neural Network: 196.09613691980653 Training time for Neural Network: 0.5679428577423096 seconds Testing time for Neural Network: 0.0007619857788085938 seconds RMSE for Neural Network: 0.22651170537244045 MAE for Neural Network: 0.17062500226173832 Training time for Neural Network: 0.6143989562988281 seconds Testing time for Neural Network: 0.0007719993591308594 seconds RMSE for Neural Network: 0.24135348580531107 MAE for Neural Network: 0.19297280718357984 Training time for Neural Network: 0.6605331897735596 seconds Testing time for Neural Network: 0.001538991928100586 seconds RMSE for Neural Network: 0.181652550464491 MAE for Neural Network: 0.13782053491837293 Training time for Neural Network: 1.2543082237243652 seconds Testing time for Neural Network: 0.002609729766845703 seconds RMSE for Neural Network: 0.24275524621138794 MAE for Neural Network: 0.18571725440090325 Training time for Neural Network: 0.5738382339477539 seconds Testing time for Neural Network: 0.0022199153900146484 seconds RMSE for Neural Network: 256.6920807201942 MAE for Neural Network: 196.82315293039767 Training time for Neural Network: 0.682873010635376 seconds Testing time for Neural Network: 0.0009999275207519531 seconds RMSE for Neural Network: 258.2307278977891 MAE for Neural Network: 198.825647378858 Training time for Neural Network: 0.5434701442718506 seconds Testing time for Neural Network: 0.002393007278442383 seconds RMSE for Neural Network: 255.89893071428025 MAE for Neural Network: 195.79898856438828 Training time for Neural Network: 0.5314688682556152 seconds Testing time for Neural Network: 0.0014789104461669922 seconds RMSE for Neural Network: 256.6106902158368 MAE for Neural Network: 196.7179736313528 Training time for Neural Network: 0.5234026908874512 seconds Testing time for Neural Network: 0.0018901824951171875 seconds RMSE for Neural Network: 0.14454367010274244 MAE for Neural Network: 0.10079157066553317 Training time for Neural Network: 0.6372861862182617 seconds Testing time for Neural Network: 0.000885009765625 seconds RMSE for Neural Network: 257.8385672368447 MAE for Neural Network: 198.31605073656772 Training time for Neural Network: 0.5279960632324219 seconds Testing time for Neural Network: 0.002148866653442383 seconds RMSE for Neural Network: 258.3306644662103 MAE for Neural Network: 198.9554257328855 Training time for Neural Network: 0.5435559749603271 seconds Testing time for Neural Network: 0.001967191696166992 seconds RMSE for Neural Network: 0.19570021314923083 MAE for Neural Network: 0.15123292075851516 Training time for Neural Network: 0.6704392433166504 seconds Testing time for Neural Network: 0.0008788108825683594 seconds RMSE for Neural Network: 0.21393345560027016 MAE for Neural Network: 0.16670650568512888 Training time for Neural Network: 0.49758195877075195 seconds Testing time for Neural Network: 0.0009050369262695312 seconds RMSE for Neural Network: 256.9761624159923 MAE for Neural Network: 197.19350211163263 Training time for Neural Network: 0.5782420635223389 seconds Testing time for Neural Network: 0.0009667873382568359 seconds RMSE for Neural Network: 257.5792004144444 MAE for Neural Network: 197.97872034929543 Training time for Neural Network: 0.6338679790496826 seconds Testing time for Neural Network: 0.00102996826171875 seconds RMSE for Neural Network: 0.19687244243667576 MAE for Neural Network: 0.15628486487830887 Training time for Neural Network: 0.6563620567321777 seconds Testing time for Neural Network: 0.0007219314575195312 seconds RMSE for Neural Network: 256.04488980009717 MAE for Neural Network: 195.98671940218586 Training time for Neural Network: 0.3522768020629883 seconds Testing time for Neural Network: 0.0008902549743652344 seconds RMSE for Neural Network: 0.21724716989163384 MAE for Neural Network: 0.16496381715911973 Training time for Neural Network: 0.6073837280273438 seconds Testing time for Neural Network: 0.0013871192932128906 seconds RMSE for Neural Network: 0.2166137509510795 MAE for Neural Network: 0.1642933752978436 Training time for Neural Network: 0.5670609474182129 seconds Testing time for Neural Network: 0.0013990402221679688 seconds RMSE for Neural Network: 257.0250769552236 MAE for Neural Network: 197.25724171456568 Training time for Neural Network: 0.5335891246795654 seconds Testing time for Neural Network: 0.0009059906005859375 seconds RMSE for Neural Network: 256.6755027192698 MAE for Neural Network: 196.80166648794463 Training time for Neural Network: 0.6674177646636963 seconds Testing time for Neural Network: 0.0008609294891357422 seconds RMSE for Neural Network: 256.212144292224 MAE for Neural Network: 196.20300162265252 Training time for Neural Network: 0.16752409934997559 seconds Testing time for Neural Network: 0.0005221366882324219 seconds RMSE for Neural Network: 256.04139912563136 MAE for Neural Network: 195.98220443450685 Training time for Neural Network: 0.48703694343566895 seconds Testing time for Neural Network: 0.0008330345153808594 seconds RMSE for Neural Network: 256.49545625271 MAE for Neural Network: 196.56913453515207 Training time for Neural Network: 0.6446478366851807 seconds Testing time for Neural Network: 0.0008559226989746094 seconds RMSE for Neural Network: 257.2825848085436 MAE for Neural Network: 197.5926559130309 Training time for Neural Network: 0.5792622566223145 seconds Testing time for Neural Network: 0.0007870197296142578 seconds RMSE for Neural Network: 0.3160201602477269 MAE for Neural Network: 0.2457872499350483 Training time for Neural Network: 0.16851520538330078 seconds Testing time for Neural Network: 0.0005218982696533203 seconds RMSE for Neural Network: 0.13592484798244664 MAE for Neural Network: 0.10568705316726047 Training time for Neural Network: 1.0339679718017578 seconds Testing time for Neural Network: 0.0008838176727294922 seconds RMSE for Neural Network: 256.7150002133547 MAE for Neural Network: 196.85304305380373 Training time for Neural Network: 0.6143479347229004 seconds Testing time for Neural Network: 0.002471923828125 seconds RMSE for Neural Network: 0.15829927351130488 MAE for Neural Network: 0.11794888998810356 Training time for Neural Network: 0.5911910533905029 seconds Testing time for Neural Network: 0.0013630390167236328 seconds RMSE for Neural Network: 0.18426996461564102 MAE for Neural Network: 0.1506064270512689 Training time for Neural Network: 1.0838720798492432 seconds Testing time for Neural Network: 0.0006589889526367188 seconds RMSE for Neural Network: 257.49065820936613 MAE for Neural Network: 197.86350924334837 Training time for Neural Network: 0.6470980644226074 seconds Testing time for Neural Network: 0.0010309219360351562 seconds RMSE for Neural Network: 255.84705613323823 MAE for Neural Network: 195.73457272930483 Training time for Neural Network: 0.5561747550964355 seconds Testing time for Neural Network: 0.0009300708770751953 seconds RMSE for Neural Network: 0.24957441084817775 MAE for Neural Network: 0.21022723527744952 Training time for Neural Network: 0.6827201843261719 seconds Testing time for Neural Network: 0.00086212158203125 seconds RMSE for Neural Network: 256.62278308559996 MAE for Neural Network: 196.7335903669431 Training time for Neural Network: 0.6295232772827148 seconds Testing time for Neural Network: 0.0006890296936035156 seconds RMSE for Neural Network: 0.2316585941382642 MAE for Neural Network: 0.18770026820617106 Training time for Neural Network: 0.687035083770752 seconds Testing time for Neural Network: 0.0008759498596191406 seconds RMSE for Neural Network: 0.26135511165230774 MAE for Neural Network: 0.19700065389401694 Training time for Neural Network: 0.7490622997283936 seconds Testing time for Neural Network: 0.0006830692291259766 seconds RMSE for Neural Network: 256.7272690201228 MAE for Neural Network: 196.86904247120853 Training time for Neural Network: 0.6737940311431885 seconds Testing time for Neural Network: 0.0008561611175537109 seconds RMSE for Neural Network: 257.88750551927865 MAE for Neural Network: 198.37967317231866 Training time for Neural Network: 0.16243410110473633 seconds Testing time for Neural Network: 0.00127410888671875 seconds RMSE for Neural Network: 0.6373896252631776 MAE for Neural Network: 0.5222503646008246 Training time for Neural Network: 0.6841549873352051 seconds Testing time for Neural Network: 0.0015938282012939453 seconds RMSE for Neural Network: 255.9443879374756 MAE for Neural Network: 195.85670914867535 Training time for Neural Network: 0.6688709259033203 seconds Testing time for Neural Network: 0.005832195281982422 seconds RMSE for Neural Network: 257.68005951231856 MAE for Neural Network: 198.10992477731153 Training time for Neural Network: 0.5892961025238037 seconds Testing time for Neural Network: 0.000888824462890625 seconds RMSE for Neural Network: 0.16644376848274886 MAE for Neural Network: 0.13166772541645835 Training time for Neural Network: 0.7091739177703857 seconds Testing time for Neural Network: 0.0012369155883789062 seconds RMSE for Neural Network: 258.3758927955446 MAE for Neural Network: 199.0141482480448 Training time for Neural Network: 0.773712158203125 seconds Testing time for Neural Network: 0.0013887882232666016 seconds RMSE for Neural Network: 257.35976840559493 MAE for Neural Network: 197.69314509810764 Training time for Neural Network: 0.6865289211273193 seconds Testing time for Neural Network: 0.0009200572967529297 seconds RMSE for Neural Network: 255.99711956229382 MAE for Neural Network: 195.9249278285989 Training time for Neural Network: 0.7218139171600342 seconds Testing time for Neural Network: 0.0009081363677978516 seconds RMSE for Neural Network: 257.900817027244 MAE for Neural Network: 198.39697741729833 Training time for Neural Network: 0.6589269638061523 seconds Testing time for Neural Network: 0.0009839534759521484 seconds RMSE for Neural Network: 0.1759996400422516 MAE for Neural Network: 0.1454532484365619 Training time for Neural Network: 0.6024901866912842 seconds Testing time for Neural Network: 0.0011119842529296875 seconds RMSE for Neural Network: 256.07726914858716 MAE for Neural Network: 196.0285979777009 Training time for Neural Network: 0.5293900966644287 seconds Testing time for Neural Network: 0.001940011978149414 seconds RMSE for Neural Network: 0.37516107240110386 MAE for Neural Network: 0.2868530551250144 Training time for Neural Network: 0.37590503692626953 seconds Testing time for Neural Network: 0.0008320808410644531 seconds RMSE for Neural Network: 257.3132371949055 MAE for Neural Network: 197.63256629594656 Training time for Neural Network: 0.6271572113037109 seconds Testing time for Neural Network: 0.0008637905120849609 seconds RMSE for Neural Network: 0.31488729289304407 MAE for Neural Network: 0.2586957653273623 Training time for Neural Network: 0.6011300086975098 seconds Testing time for Neural Network: 0.0009582042694091797 seconds RMSE for Neural Network: 256.4462610566866 MAE for Neural Network: 196.50557846984142 Training time for Neural Network: 0.6075410842895508 seconds Testing time for Neural Network: 0.0009119510650634766 seconds RMSE for Neural Network: 256.733506822748 MAE for Neural Network: 196.8771768146475 Training time for Neural Network: 0.2070920467376709 seconds Testing time for Neural Network: 0.0004999637603759766 seconds RMSE for Neural Network: 258.1780198345621 MAE for Neural Network: 198.75718641270703 Training time for Neural Network: 0.5809950828552246 seconds Testing time for Neural Network: 0.0006690025329589844 seconds RMSE for Neural Network: 255.96409445401838 MAE for Neural Network: 195.882204549586 Training time for Neural Network: 0.1902167797088623 seconds Testing time for Neural Network: 0.0007867813110351562 seconds RMSE for Neural Network: 256.3484645067026 MAE for Neural Network: 196.37920806201785 Training time for Neural Network: 1.2071428298950195 seconds Testing time for Neural Network: 0.0009410381317138672 seconds RMSE for Neural Network: 257.6626157927309 MAE for Neural Network: 198.0872353337096 Training time for Neural Network: 0.5329008102416992 seconds Testing time for Neural Network: 0.0015773773193359375 seconds RMSE for Neural Network: 258.31749443516514 MAE for Neural Network: 198.93832500617265 Training time for Neural Network: 0.5644700527191162 seconds Testing time for Neural Network: 0.0009629726409912109 seconds RMSE for Neural Network: 0.20516195245636268 MAE for Neural Network: 0.1498636115754524 Training time for Neural Network: 0.5403299331665039 seconds Testing time for Neural Network: 0.001432180404663086 seconds RMSE for Neural Network: 0.44000232988135707 MAE for Neural Network: 0.3517644727373498 Training time for Neural Network: 0.594567060470581 seconds Testing time for Neural Network: 0.002238750457763672 seconds RMSE for Neural Network: 0.30391335103255457 MAE for Neural Network: 0.24589273112689658 Training time for Neural Network: 0.5611929893493652 seconds Testing time for Neural Network: 0.0013089179992675781 seconds RMSE for Neural Network: 256.1638191255771 MAE for Neural Network: 196.14052102138595 Training time for Neural Network: 0.5502102375030518 seconds Testing time for Neural Network: 0.0006730556488037109 seconds RMSE for Neural Network: 0.28102418299668885 MAE for Neural Network: 0.2201266477940797 Training time for Neural Network: 0.5092418193817139 seconds Testing time for Neural Network: 0.001438140869140625 seconds RMSE for Neural Network: 255.93141371104042 MAE for Neural Network: 195.83992292201154 Training time for Neural Network: 0.5990028381347656 seconds Testing time for Neural Network: 0.001463174819946289 seconds RMSE for Neural Network: 0.2432934751348394 MAE for Neural Network: 0.18624147205771047 Training time for Neural Network: 0.6376199722290039 seconds Testing time for Neural Network: 0.0009260177612304688 seconds RMSE for Neural Network: 257.40002817946964 MAE for Neural Network: 197.74555300130461 Training time for Neural Network: 0.6470332145690918 seconds Testing time for Neural Network: 0.001361846923828125 seconds RMSE for Neural Network: 257.5062150348552 MAE for Neural Network: 197.88375377119027 Training time for Neural Network: 0.6084878444671631 seconds Testing time for Neural Network: 0.0013821125030517578 seconds RMSE for Neural Network: 0.19205574011628948 MAE for Neural Network: 0.1466350279516084 Training time for Neural Network: 0.605003833770752 seconds Testing time for Neural Network: 0.0014300346374511719 seconds RMSE for Neural Network: 256.9976262296917 MAE for Neural Network: 197.2214722404646 Training time for Neural Network: 0.6381509304046631 seconds Testing time for Neural Network: 0.0006930828094482422 seconds RMSE for Neural Network: 256.18051742917567 MAE for Neural Network: 196.16211154167132 Training time for Neural Network: 0.6466131210327148 seconds Testing time for Neural Network: 0.002380847930908203 seconds RMSE for Neural Network: 0.21632154391077388 MAE for Neural Network: 0.16561248701137565 Training time for Neural Network: 0.60929274559021 seconds Testing time for Neural Network: 0.0011851787567138672 seconds RMSE for Neural Network: 257.5015095754766 MAE for Neural Network: 197.87763051605717 Training time for Neural Network: 0.5342438220977783 seconds Testing time for Neural Network: 0.0006251335144042969 seconds RMSE for Neural Network: 256.83175133161444 MAE for Neural Network: 197.00527332298552 Training time for Neural Network: 0.5852971076965332 seconds Testing time for Neural Network: 0.0020990371704101562 seconds RMSE for Neural Network: 0.18070793336296231 MAE for Neural Network: 0.14469241605616054 Training time for Neural Network: 0.6025879383087158 seconds Testing time for Neural Network: 0.0009000301361083984 seconds RMSE for Neural Network: 0.18881356442679273 MAE for Neural Network: 0.1550021068334353 Training time for Neural Network: 1.1444880962371826 seconds Testing time for Neural Network: 0.0018677711486816406 seconds RMSE for Neural Network: 8.462160446519901 MAE for Neural Network: 6.915505026000205 Training time for Neural Network: 0.578035831451416 seconds Testing time for Neural Network: 0.0008258819580078125 seconds RMSE for Neural Network: 0.09380978075454839 MAE for Neural Network: 0.07705793745174118 Training time for Neural Network: 0.6195881366729736 seconds Testing time for Neural Network: 0.001878976821899414 seconds RMSE for Neural Network: 0.35788345980202724 MAE for Neural Network: 0.2811686373946998 Training time for Neural Network: 0.5628781318664551 seconds Testing time for Neural Network: 0.0015609264373779297 seconds RMSE for Neural Network: 256.2309086048087 MAE for Neural Network: 196.22726014732842 Training time for Neural Network: 0.5369861125946045 seconds Testing time for Neural Network: 0.0013709068298339844 seconds RMSE for Neural Network: 0.4334570612388764 MAE for Neural Network: 0.34958310448089835 Training time for Neural Network: 0.6172361373901367 seconds Testing time for Neural Network: 0.0006949901580810547 seconds RMSE for Neural Network: 257.6517841281685 MAE for Neural Network: 198.07314580585717 Training time for Neural Network: 1.299386739730835 seconds Testing time for Neural Network: 0.0008833408355712891 seconds RMSE for Neural Network: 256.68574689393284 MAE for Neural Network: 196.81489350887824 Training time for Neural Network: 0.6528289318084717 seconds Testing time for Neural Network: 0.0030939579010009766 seconds RMSE for Neural Network: 0.42906058189914925 MAE for Neural Network: 0.3369317922395964 Training time for Neural Network: 0.6392457485198975 seconds Testing time for Neural Network: 0.0008440017700195312 seconds RMSE for Neural Network: 256.0465520348154 MAE for Neural Network: 195.98886938285995 Training time for Neural Network: 0.6419000625610352 seconds Testing time for Neural Network: 0.002043008804321289 seconds RMSE for Neural Network: 0.3733452512868597 MAE for Neural Network: 0.2990730142029971 Training time for Neural Network: 0.6604311466217041 seconds Testing time for Neural Network: 0.0006768703460693359 seconds RMSE for Neural Network: 256.6062115859514 MAE for Neural Network: 196.71218979636745 Training time for Neural Network: 0.6097400188446045 seconds Testing time for Neural Network: 0.0006461143493652344 seconds RMSE for Neural Network: 0.12061178723325144 MAE for Neural Network: 0.096925160219477 Training time for Neural Network: 0.6595950126647949 seconds Testing time for Neural Network: 0.0007200241088867188 seconds RMSE for Neural Network: 0.4098169314214211 MAE for Neural Network: 0.33688443413083424 Training time for Neural Network: 0.6846721172332764 seconds Testing time for Neural Network: 0.0018868446350097656 seconds RMSE for Neural Network: 0.2706703385089498 MAE for Neural Network: 0.20759995792749053 Training time for Neural Network: 1.321315050125122 seconds Testing time for Neural Network: 0.010964155197143555 seconds RMSE for Neural Network: 0.13414893171892642 MAE for Neural Network: 0.10529514334281316 Training time for Neural Network: 1.2409930229187012 seconds Testing time for Neural Network: 0.0008828639984130859 seconds RMSE for Neural Network: 0.15658668070109563 MAE for Neural Network: 0.12026091850705725 Training time for Neural Network: 1.024651050567627 seconds Testing time for Neural Network: 0.0008978843688964844 seconds RMSE for Neural Network: 257.3033410706166 MAE for Neural Network: 197.61968158840372 Training time for Neural Network: 0.697786808013916 seconds Testing time for Neural Network: 0.0009510517120361328 seconds RMSE for Neural Network: 256.07094537298303 MAE for Neural Network: 196.02041927108567 Training time for Neural Network: 0.8605818748474121 seconds Testing time for Neural Network: 0.003773927688598633 seconds RMSE for Neural Network: 0.37696423352294356 MAE for Neural Network: 0.2710777402582705 Training time for Neural Network: 0.6827099323272705 seconds Testing time for Neural Network: 0.0007982254028320312 seconds RMSE for Neural Network: 256.0994745486338 MAE for Neural Network: 196.05766997188118 Training time for Neural Network: 0.7378189563751221 seconds Testing time for Neural Network: 0.0007860660552978516 seconds RMSE for Neural Network: 257.98031457875834 MAE for Neural Network: 198.5003071412111 Training time for Neural Network: 0.709144115447998 seconds Testing time for Neural Network: 0.0011398792266845703 seconds RMSE for Neural Network: 257.87939966033656 MAE for Neural Network: 198.3691356894403 Training time for Neural Network: 0.6259021759033203 seconds Testing time for Neural Network: 0.0012507438659667969 seconds RMSE for Neural Network: 256.6437825641516 MAE for Neural Network: 196.76070787322627 Training time for Neural Network: 0.64913010597229 seconds Testing time for Neural Network: 0.001007080078125 seconds RMSE for Neural Network: 0.21092311021377136 MAE for Neural Network: 0.15466066102084206 Training time for Neural Network: 0.703557014465332 seconds Testing time for Neural Network: 0.0013759136199951172 seconds RMSE for Neural Network: 258.1786742499759 MAE for Neural Network: 198.75803647267995 Training time for Neural Network: 0.18785309791564941 seconds Testing time for Neural Network: 0.0005178451538085938 seconds RMSE for Neural Network: 256.6138779442612 MAE for Neural Network: 196.72209031489638 Training time for Neural Network: 0.6683149337768555 seconds Testing time for Neural Network: 0.003220081329345703 seconds RMSE for Neural Network: 256.39921236716333 MAE for Neural Network: 196.4447874901737 Training time for Neural Network: 0.773935079574585 seconds Testing time for Neural Network: 0.0008747577667236328 seconds RMSE for Neural Network: 256.1213412204787 MAE for Neural Network: 196.08559359426 Training time for Neural Network: 0.9839348793029785 seconds Testing time for Neural Network: 0.0009100437164306641 seconds RMSE for Neural Network: 0.2576708146637962 MAE for Neural Network: 0.20097212353745664 Training time for Neural Network: 0.6217999458312988 seconds Testing time for Neural Network: 0.0009179115295410156 seconds RMSE for Neural Network: 258.03600589813146 MAE for Neural Network: 198.5726808119902 Training time for Neural Network: 0.668687105178833 seconds Testing time for Neural Network: 0.0006988048553466797 seconds RMSE for Neural Network: 0.21112329135535265 MAE for Neural Network: 0.16711018986988863 Training time for Neural Network: 0.6346900463104248 seconds Testing time for Neural Network: 0.0008261203765869141 seconds RMSE for Neural Network: 0.31545093019194703 MAE for Neural Network: 0.24839939906319577 Training time for Neural Network: 0.5983541011810303 seconds Testing time for Neural Network: 0.0010008811950683594 seconds RMSE for Neural Network: 257.0101685759136 MAE for Neural Network: 197.2378157869822 Training time for Neural Network: 0.6825621128082275 seconds Testing time for Neural Network: 0.001394033432006836 seconds RMSE for Neural Network: 258.32184736530604 MAE for Neural Network: 198.94397716750427 Training time for Neural Network: 0.5408618450164795 seconds Testing time for Neural Network: 0.0006699562072753906 seconds RMSE for Neural Network: 258.1363236415311 MAE for Neural Network: 198.70302163823598 Training time for Neural Network: 0.4858670234680176 seconds Testing time for Neural Network: 0.0013332366943359375 seconds RMSE for Neural Network: 0.20895886217474938 MAE for Neural Network: 0.16334611053851042 Training time for Neural Network: 0.5223078727722168 seconds Testing time for Neural Network: 0.0008969306945800781 seconds RMSE for Neural Network: 257.9486461837441 MAE for Neural Network: 198.45914766779177 Training time for Neural Network: 0.6185879707336426 seconds Testing time for Neural Network: 0.0008120536804199219 seconds RMSE for Neural Network: 257.5286728601173 MAE for Neural Network: 197.91297726549746 Training time for Neural Network: 0.6965219974517822 seconds Testing time for Neural Network: 0.0008628368377685547 seconds RMSE for Neural Network: 0.24850768715838753 MAE for Neural Network: 0.19531374155072065 Training time for Neural Network: 0.6628890037536621 seconds Testing time for Neural Network: 0.0008580684661865234 seconds RMSE for Neural Network: 0.2922062960396906 MAE for Neural Network: 0.23093487999279042 Training time for Neural Network: 0.5050511360168457 seconds Testing time for Neural Network: 0.0008678436279296875 seconds RMSE for Neural Network: 0.34495583719182654 MAE for Neural Network: 0.2792403677086384 Training time for Neural Network: 0.589134931564331 seconds Testing time for Neural Network: 0.0010788440704345703 seconds RMSE for Neural Network: 257.3916981648959 MAE for Neural Network: 197.73470992521487 Training time for Neural Network: 0.6527390480041504 seconds Testing time for Neural Network: 0.000904083251953125 seconds RMSE for Neural Network: 256.5468514081368 MAE for Neural Network: 196.63552361509574 Training time for Neural Network: 0.11019706726074219 seconds Testing time for Neural Network: 0.0012280941009521484 seconds RMSE for Neural Network: 257.4368017985179 MAE for Neural Network: 197.79349349263765 Training time for Neural Network: 0.14171886444091797 seconds Testing time for Neural Network: 0.0005481243133544922 seconds RMSE for Neural Network: 258.11855950949405 MAE for Neural Network: 198.67994359838187 Training time for Neural Network: 0.07715368270874023 seconds Testing time for Neural Network: 0.0004961490631103516 seconds RMSE for Neural Network: 258.3203420348896 MAE for Neural Network: 198.94202254431406 Training time for Neural Network: 0.07520484924316406 seconds Testing time for Neural Network: 0.0004680156707763672 seconds RMSE for Neural Network: 257.54994711511716 MAE for Neural Network: 197.9407260356102 Training time for Neural Network: 0.8217217922210693 seconds Testing time for Neural Network: 0.0007469654083251953 seconds RMSE for Neural Network: 0.2983285218901639 MAE for Neural Network: 0.24075895077939102 Training time for Neural Network: 0.5301132202148438 seconds Testing time for Neural Network: 0.0007448196411132812 seconds RMSE for Neural Network: 0.6992598886397599 MAE for Neural Network: 0.5493451313429029 Training time for Neural Network: 0.5386438369750977 seconds Testing time for Neural Network: 0.0007359981536865234 seconds RMSE for Neural Network: 258.34786250509137 MAE for Neural Network: 198.97775575664127 Training time for Neural Network: 0.5355298519134521 seconds Testing time for Neural Network: 0.0013880729675292969 seconds RMSE for Neural Network: 0.37897358852590607 MAE for Neural Network: 0.29751334786719097 Training time for Neural Network: 0.6106879711151123 seconds Testing time for Neural Network: 0.0007748603820800781 seconds RMSE for Neural Network: 0.18385759623270354 MAE for Neural Network: 0.14299849708311327 Training time for Neural Network: 0.6336226463317871 seconds Testing time for Neural Network: 0.0008842945098876953 seconds RMSE for Neural Network: 258.30655819099263 MAE for Neural Network: 198.92412430239992 Training time for Neural Network: 0.6099519729614258 seconds Testing time for Neural Network: 0.0008320808410644531 seconds RMSE for Neural Network: 258.15596369629907 MAE for Neural Network: 198.72853548739516 Training time for Neural Network: 0.594512939453125 seconds Testing time for Neural Network: 0.0013501644134521484 seconds RMSE for Neural Network: 258.3389650326176 MAE for Neural Network: 198.96620335907298 Training time for Neural Network: 0.6478152275085449 seconds Testing time for Neural Network: 0.0008718967437744141 seconds RMSE for Neural Network: 0.18276058673868165 MAE for Neural Network: 0.14252328658803606 Training time for Neural Network: 1.3118059635162354 seconds Testing time for Neural Network: 0.0009260177612304688 seconds RMSE for Neural Network: 257.7031331664395 MAE for Neural Network: 198.13993557281592 Training time for Neural Network: 0.7186028957366943 seconds Testing time for Neural Network: 0.005473136901855469 seconds RMSE for Neural Network: 257.43887812541385 MAE for Neural Network: 197.7961202740632 Training time for Neural Network: 0.7889761924743652 seconds Testing time for Neural Network: 0.0017099380493164062 seconds RMSE for Neural Network: 257.9934173637707 MAE for Neural Network: 198.51733583754537 Training time for Neural Network: 0.6666967868804932 seconds Testing time for Neural Network: 0.0006940364837646484 seconds RMSE for Neural Network: 258.2951526259733 MAE for Neural Network: 198.90931374642778 Training time for Neural Network: 0.711007833480835 seconds Testing time for Neural Network: 0.0008749961853027344 seconds RMSE for Neural Network: 0.3814158149319579 MAE for Neural Network: 0.2981763942014274 Training time for Neural Network: 0.7997710704803467 seconds Testing time for Neural Network: 0.0006489753723144531 seconds RMSE for Neural Network: 258.3592554567328 MAE for Neural Network: 198.9925478633744 Training time for Neural Network: 0.7773199081420898 seconds Testing time for Neural Network: 0.001374959945678711 seconds RMSE for Neural Network: 256.9763878248705 MAE for Neural Network: 197.19379585706608 Training time for Neural Network: 0.7312948703765869 seconds Testing time for Neural Network: 0.0025589466094970703 seconds RMSE for Neural Network: 257.3354603483841 MAE for Neural Network: 197.66149948261238 Training time for Neural Network: 0.7780311107635498 seconds Testing time for Neural Network: 0.00140380859375 seconds RMSE for Neural Network: 0.17703358878870243 MAE for Neural Network: 0.13452558591726654 Training time for Neural Network: 0.7056169509887695 seconds Testing time for Neural Network: 0.002630949020385742 seconds RMSE for Neural Network: 258.4505420310852 MAE for Neural Network: 199.11105419127722 Training time for Neural Network: 0.7060658931732178 seconds Testing time for Neural Network: 0.0010387897491455078 seconds RMSE for Neural Network: 0.4083093508781953 MAE for Neural Network: 0.3287046537905345 Training time for Neural Network: 0.6764700412750244 seconds Testing time for Neural Network: 0.0023081302642822266 seconds RMSE for Neural Network: 258.2586420406352 MAE for Neural Network: 198.86190035718994 Training time for Neural Network: 0.6207690238952637 seconds Testing time for Neural Network: 0.0021119117736816406 seconds RMSE for Neural Network: 257.84279417067944 MAE for Neural Network: 198.32154630988373 Training time for Neural Network: 0.6618161201477051 seconds Testing time for Neural Network: 0.0009388923645019531 seconds RMSE for Neural Network: 255.8729436117233 MAE for Neural Network: 195.76671994885683 Training time for Neural Network: 0.6139659881591797 seconds Testing time for Neural Network: 0.0022420883178710938 seconds RMSE for Neural Network: 256.1054118442888 MAE for Neural Network: 196.06499394145678 Training time for Neural Network: 0.6557259559631348 seconds Testing time for Neural Network: 0.0013818740844726562 seconds RMSE for Neural Network: 257.6076812737045 MAE for Neural Network: 198.01577380656957 Training time for Neural Network: 0.566399097442627 seconds Testing time for Neural Network: 0.0008721351623535156 seconds RMSE for Neural Network: 256.6405882279018 MAE for Neural Network: 196.75658299338713 Training time for Neural Network: 0.6234080791473389 seconds Testing time for Neural Network: 0.0011858940124511719 seconds RMSE for Neural Network: 0.2101221184014647 MAE for Neural Network: 0.1581352718195311 Training time for Neural Network: 0.6808960437774658 seconds Testing time for Neural Network: 0.0008037090301513672 seconds RMSE for Neural Network: 258.19628767744194 MAE for Neural Network: 198.78091506835452 Training time for Neural Network: 0.6307499408721924 seconds Testing time for Neural Network: 0.0018837451934814453 seconds RMSE for Neural Network: 257.45187633963525 MAE for Neural Network: 197.81303762846073 Training time for Neural Network: 0.6622006893157959 seconds Testing time for Neural Network: 0.0013742446899414062 seconds RMSE for Neural Network: 0.2638240512595045 MAE for Neural Network: 0.20255240711263134 Training time for Neural Network: 0.6677579879760742 seconds Testing time for Neural Network: 0.0007109642028808594 seconds RMSE for Neural Network: 256.7822378248409 MAE for Neural Network: 196.94071922112286 Training time for Neural Network: 1.2803540229797363 seconds Testing time for Neural Network: 0.0009729862213134766 seconds RMSE for Neural Network: 256.4416108528849 MAE for Neural Network: 196.49957035333563 Training time for Neural Network: 0.640859842300415 seconds Testing time for Neural Network: 0.0006961822509765625 seconds RMSE for Neural Network: 0.19386432148236 MAE for Neural Network: 0.1575074950786176 Training time for Neural Network: 0.6622116565704346 seconds Testing time for Neural Network: 0.0009429454803466797 seconds RMSE for Neural Network: 0.17671958383179248 MAE for Neural Network: 0.13543407186466752 Training time for Neural Network: 0.6564188003540039 seconds Testing time for Neural Network: 0.0015189647674560547 seconds RMSE for Neural Network: 0.4491755105351823 MAE for Neural Network: 0.3577579974564673 Training time for Neural Network: 0.6294410228729248 seconds Testing time for Neural Network: 0.0009198188781738281 seconds RMSE for Neural Network: 0.45167046448563436 MAE for Neural Network: 0.35868259110570533 Training time for Neural Network: 0.6241517066955566 seconds Testing time for Neural Network: 0.0009112358093261719 seconds RMSE for Neural Network: 0.28684663713296843 MAE for Neural Network: 0.2351955924538894 Training time for Neural Network: 0.6345798969268799 seconds Testing time for Neural Network: 0.0009121894836425781 seconds RMSE for Neural Network: 0.21986103511080685 MAE for Neural Network: 0.17076477965015324 Training time for Neural Network: 0.6316397190093994 seconds Testing time for Neural Network: 0.0009310245513916016 seconds RMSE for Neural Network: 256.78454046845684 MAE for Neural Network: 196.94372152621816 Training time for Neural Network: 0.6338281631469727 seconds Testing time for Neural Network: 0.00096893310546875 seconds RMSE for Neural Network: 258.14297315043245 MAE for Neural Network: 198.71165997984335 Training time for Neural Network: 0.6411139965057373 seconds Testing time for Neural Network: 0.0010478496551513672 seconds RMSE for Neural Network: 0.23511294700138935 MAE for Neural Network: 0.19362796244713046 Training time for Neural Network: 0.6461477279663086 seconds Testing time for Neural Network: 0.0009021759033203125 seconds RMSE for Neural Network: 0.37549977650875543 MAE for Neural Network: 0.3033581148383056 Training time for Neural Network: 0.8215932846069336 seconds Testing time for Neural Network: 0.005635976791381836 seconds RMSE for Neural Network: 256.6140132389393 MAE for Neural Network: 196.7222650358168 Training time for Neural Network: 1.0575637817382812 seconds Testing time for Neural Network: 0.0009300708770751953 seconds RMSE for Neural Network: 257.03560455627877 MAE for Neural Network: 197.2709589235368 Training time for Neural Network: 0.6180222034454346 seconds Testing time for Neural Network: 0.002847909927368164 seconds RMSE for Neural Network: 0.26789268965101365 MAE for Neural Network: 0.21250037458668647 Training time for Neural Network: 0.6086809635162354 seconds Testing time for Neural Network: 0.0007090568542480469 seconds RMSE for Neural Network: 0.24645284562681738 MAE for Neural Network: 0.18244365347698774 Training time for Neural Network: 0.621337890625 seconds Testing time for Neural Network: 0.0009322166442871094 seconds RMSE for Neural Network: 257.5368365265296 MAE for Neural Network: 197.92359988918062 Training time for Neural Network: 0.6209456920623779 seconds Testing time for Neural Network: 0.002643108367919922 seconds RMSE for Neural Network: 256.7009908841347 MAE for Neural Network: 196.83477321321192 Training time for Neural Network: 0.6173760890960693 seconds Testing time for Neural Network: 0.003034830093383789 seconds RMSE for Neural Network: 0.18714658663128977 MAE for Neural Network: 0.13885406806732073 Training time for Neural Network: 0.6429507732391357 seconds Testing time for Neural Network: 0.0008618831634521484 seconds RMSE for Neural Network: 255.96030733302453 MAE for Neural Network: 195.87730505135784 Training time for Neural Network: 0.6104822158813477 seconds Testing time for Neural Network: 0.0009160041809082031 seconds RMSE for Neural Network: 258.0239220164777 MAE for Neural Network: 198.55697811400475 Training time for Neural Network: 1.031548023223877 seconds Testing time for Neural Network: 0.0006937980651855469 seconds RMSE for Neural Network: 256.80905631458916 MAE for Neural Network: 196.9756853781446 Training time for Neural Network: 0.8042778968811035 seconds Testing time for Neural Network: 0.0007007122039794922 seconds RMSE for Neural Network: 0.2485519805268623 MAE for Neural Network: 0.19518843304417274 Training time for Neural Network: 1.462216854095459 seconds Testing time for Neural Network: 0.0008590221405029297 seconds RMSE for Neural Network: 256.42589588370305 MAE for Neural Network: 196.47926586640745 Training time for Neural Network: 0.807427167892456 seconds Testing time for Neural Network: 0.0009438991546630859 seconds RMSE for Neural Network: 0.3429454490744814 MAE for Neural Network: 0.2832596637101385 Training time for Neural Network: 0.7966229915618896 seconds Testing time for Neural Network: 0.0008769035339355469 seconds RMSE for Neural Network: 0.2522396087360282 MAE for Neural Network: 0.19623850535332055 Training time for Neural Network: 0.7655777931213379 seconds Testing time for Neural Network: 0.0008738040924072266 seconds RMSE for Neural Network: 0.1556689788936929 MAE for Neural Network: 0.12189831709971621 Training time for Neural Network: 0.7078652381896973 seconds Testing time for Neural Network: 0.0013980865478515625 seconds RMSE for Neural Network: 0.2419326428175234 MAE for Neural Network: 0.19509589242404593 Training time for Neural Network: 0.8118751049041748 seconds Testing time for Neural Network: 0.0025987625122070312 seconds RMSE for Neural Network: 0.24300376611767202 MAE for Neural Network: 0.196057867924399 Training time for Neural Network: 0.7754621505737305 seconds Testing time for Neural Network: 0.0015561580657958984 seconds RMSE for Neural Network: 0.2208724348017218 MAE for Neural Network: 0.1803259620514229 Training time for Neural Network: 0.7778699398040771 seconds Testing time for Neural Network: 0.0015730857849121094 seconds RMSE for Neural Network: 257.64182411028384 MAE for Neural Network: 198.06018972997686 Training time for Neural Network: 0.7513618469238281 seconds Testing time for Neural Network: 0.0021140575408935547 seconds RMSE for Neural Network: 256.53839672725996 MAE for Neural Network: 196.62460302380092 Training time for Neural Network: 0.7144720554351807 seconds Testing time for Neural Network: 0.0006499290466308594 seconds RMSE for Neural Network: 0.19561283620702435 MAE for Neural Network: 0.1364206932603796 Training time for Neural Network: 0.7351880073547363 seconds Testing time for Neural Network: 0.0036580562591552734 seconds RMSE for Neural Network: 0.2512431206049315 MAE for Neural Network: 0.20098654906272312 Training time for Neural Network: 0.8100600242614746 seconds Testing time for Neural Network: 0.0018169879913330078 seconds RMSE for Neural Network: 257.43933693733624 MAE for Neural Network: 197.7967174341762 Training time for Neural Network: 0.7968556880950928 seconds Testing time for Neural Network: 0.0008561611175537109 seconds RMSE for Neural Network: 257.2249118630656 MAE for Neural Network: 197.51755493616722 Training time for Neural Network: 0.8226039409637451 seconds Testing time for Neural Network: 0.004475116729736328 seconds RMSE for Neural Network: 0.2812112831707715 MAE for Neural Network: 0.22217427235508558 Training time for Neural Network: 0.768779993057251 seconds Testing time for Neural Network: 0.0015959739685058594 seconds RMSE for Neural Network: 256.3485923034559 MAE for Neural Network: 196.37937322012243 Training time for Neural Network: 0.77970290184021 seconds Testing time for Neural Network: 0.0009779930114746094 seconds RMSE for Neural Network: 0.2661083435530495 MAE for Neural Network: 0.19752966685312945 Training time for Neural Network: 0.7061917781829834 seconds Testing time for Neural Network: 0.0014200210571289062 seconds RMSE for Neural Network: 257.444589205745 MAE for Neural Network: 197.80355339658283 Training time for Neural Network: 0.7139990329742432 seconds Testing time for Neural Network: 0.0017528533935546875 seconds RMSE for Neural Network: 256.8496901589754 MAE for Neural Network: 197.02865923454306 Training time for Neural Network: 0.6759490966796875 seconds Testing time for Neural Network: 0.0014297962188720703 seconds RMSE for Neural Network: 256.155629969582 MAE for Neural Network: 196.12993226909165 Training time for Neural Network: 0.6192090511322021 seconds Testing time for Neural Network: 0.0012578964233398438 seconds RMSE for Neural Network: 0.17447564828945286 MAE for Neural Network: 0.1369394178675424 Training time for Neural Network: 0.6266779899597168 seconds Testing time for Neural Network: 0.0016150474548339844 seconds RMSE for Neural Network: 0.20491549554705948 MAE for Neural Network: 0.16388355876301858 Training time for Neural Network: 1.21002197265625 seconds Testing time for Neural Network: 0.0017709732055664062 seconds RMSE for Neural Network: 256.3985835536282 MAE for Neural Network: 196.44397495551482 Training time for Neural Network: 0.5932090282440186 seconds Testing time for Neural Network: 0.002950906753540039 seconds RMSE for Neural Network: 258.14518676801356 MAE for Neural Network: 198.71453564470968 Optimal alpha for Lasso: 0.02642003274089614 RMSE for Lasso on test set: 0.00015913380468118206 MAE for Lasso on test set: 0.00013214903282850022 Training time for Lasso: 0.003785848617553711 seconds Testing time for Lasso: 0.0006010532379150391 seconds Optimal alpha for Ridge: 1.000766901171346e-05 RMSE for Ridge on test set: 2.432341021886914e-10 MAE for Ridge on test set: 1.8596887252364524e-10 Training time for Ridge: 0.0021469593048095703 seconds Testing time for Ridge: 0.00040078163146972656 seconds Optimal hidden layer sizes for Neural Network: (79, 92) Optimal learning rate for Neural Network: 0.006782800664302965 RMSE for Neural Network on test set: 0.2487138116310518 MAE for Neural Network on test set: 0.2008448817545549 Training time for Neural Network: 0.5824489593505859 seconds Testing time for Neural Network: 0.000823974609375 seconds
# # Now, take input from the user for new data
# new_location = int(input("Enter location (0 for Park Lane, 1 for Water tower, 2 for Brookfield): "))
# new_city = int(input("Enter City (0 for Dallas, 1 for Chicago, 2 for Newyork): "))
# new_member = int(input("Enter member (0 for No, 1 for Yes): "))
# new_gender = int(input("Enter Gender (0 for Female, 1 for Male): "))
# new_category = int(input("Enter Product line (0 to N, based on your categories): "))
# new_price = float(input("Enter Price: "))
# new_quantity = int(input("Enter Quantity: "))
# new_cogs = int(input("Enter Cogs: "))
# new_payment = int(input("Enter Payment (0 for Card, 1 for Cash, 2 for Gpay): "))
# new_rating = float(input("Enter Rating ( 0 to 5): "))
# # For sentiment analysis
# new_review = input("Enter Review: ")
# new_sentiment = TextBlob(new_review).sentiment.polarity
# # Create a new DataFrame with user input
# new_data = pd.DataFrame({
# 'Location': [new_location],
# 'City': [new_city],
# 'Member': [new_member],
# 'Gender': [new_gender],
# 'Category': [new_category],
# 'Price': [new_price],
# 'Quantity': [new_quantity],
# 'Cogs': [new_cogs],
# 'Payment': [new_payment],
# 'Rating': [new_rating],
# 'Sentiment': [new_sentiment]
# })
# # Reorder columns in X_new to match the order of columns in X
# X_new_ridge = new_data[X.columns]
# # Now, make predictions on the new data using the Neural Network model
# sales_prediction_ridge = final_ridge_model.predict(X_new_ridge)
# # Display the predicted sales
# print("Predicted Sales (Ridge Regression):", sales_prediction_ridge)